{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "%pylab inline\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib as plt\n",
    "import time\n",
    "import os\n",
    "import torch\n",
    "import torchvision\n",
    "import torchvision.models as models\n",
    "import torch.nn as nn\n",
    "import torch.nn.functional as F\n",
    "from torch.autograd import Variable\n",
    "from torch import optim\n",
    "import cv2\n",
    "from torchvision import transforms\n",
    "from torchvision.utils import make_grid\n",
    "from collections import OrderedDict\n",
    "from PIL import Image,ImageOps\n",
    "import torch.optim as optim\n",
    "import scipy\n",
    "from skimage import color"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "USE_CUDA = True # or False if you don't have CUDA.\n",
    "FEATURE_IDS = [1, 6, 11, 20, 29]\n",
    "\n",
    "imgS_path = './image/city_basic.jpg'\n",
    "imgR_path = './image/city_night.jpg'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f8c78fa05f8>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Checking\n",
    "origS = Image.open(imgS_path).convert(\"RGB\")\n",
    "imshow(origS)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f8c78f41cc0>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ypF/47rmt83a8xpjIGklkWiaWdb5YR5/JTXezFFTcnd4SZlCc/f3V6hKodgCzP1VQ13WMuToylbsE1tGBehxzMDODJCzyxWhugFndeom9MRl5zg1FNFC7YNLVOs/PZO6j6/BOEchsYZZSciJiTMf9WSHbOg1MNVpqXbfritk6huP85rW4pC0ThCv0tjqW9c6xWt4PQ4vSVHncOq+XEUNL3w6C60naUy0ACACL4V0AgOGwR3zvkx0OHwJcu3RnGVZHC3AgtIPGf1fcef1ZN2FCBToxP8pwzsBQJzADAEKXPoTVITyx16qBUGGASgJOnNSe17BNOEg18XShIMwrZmHhJQkpBVP2uO9tkDvxADQbRT9MamhYYxisQOTOc6L8/boAtFWKuHKFuEnrQq91gwiYoZEop6sWXYVrvqMycBySwZw5G9YOt45mOGBd65wbAkj9H9HVsbgPFUx9gRxmn11pYYKKMbYGgGQA6goDDYDMP7FubIEOMhiOYM7zeC3NHUG6WjrXFI5F+VFY2OWSK0IAbdhxBhHAMqDMoDEAHWh8AxoDTIxBOwBJ+GYwEKKPFGjFkTSgGDoggENOZoWMMcwPsnXzOwwBD08uNFV6GdOFlYjwiy0GkDlwQ9FQ9vWe+SiMwpBxaX0voa4laKSpbQJJK7ZBJWBDgwkJMDhRyRQeDMu9yQ4WLw+H/2ciEsyXQqO1hnFlTSPiMXJcPpEIIOApFwDACi/UVjdsLN5Ran6i7S7mX/+uDPvofFv6Nv9YIomS+eiKN87LLxnaKiQA5u4/L8Pa4tree2L5Yd0c26UmM5mD6GSaXMxewNbkWohftdSOmtPxfXXepoCjZW7DAqrjCBgiWoPNL2FaGdWJeBdtHMdSx1Czca9ZhHVc15675gDQss6L5sau/QmBIJbsRWSY8aGZDN/dR4GcZ8Pe5xrWePbjPB8VHoJp0DVOPu9HB5EgbVmG0bLj4SKSfJEzVh+uhFyHM7Ztc5/ApZa97zt6a67Ra73xMA+PDw2N56bjHsFu13XMMOkyL3XdK3y2vk/zZ2j+lcaWvmoIj0O2Ni5pSsr+bY0vlJEIaDgiH601nM9nbNuGfb/M+n659tQLgKoF37UZL5JpqEYRIK2BGlVT76/vqe1oah1jk+vvNU5eVaGFCaIydFmx5mqWRnbwNQtF3dQEkKUYbGCXccKTcV/vX52/qmHU+xsaFATW1YEa7VoJhzqXVUjUsLbQ6I7MeWK2M3R3NdkliX8Zh2hmP4b1gSGZSTl4ZbrHcN9rQvgYHHCtVbpcmK6um7cylHqPdT0YEwHFdwC0KRhjTjGsxAkGgGlFVnpRvWRClW5jvo/KSmYu13lVsyyYyCAuYgAD3MvY/R6SHUMFndiiguJZJYnuCJ0c+3jM5yh/LFp//Xlcg0XAFcsBbcJy0SKbPvYRM1/MTXy/+Oxo7r2qzAnNfTDH6QoLq4UUj3W/xO8UlkP2/7IMhAVYrBZQhYmBu5Xlx7WnXAAooqqAevggANcK6E5NVMihHwpt3HCYUHSuMUxVXcxCf31E+NkfTBm73kAX767PI11Nf7udoVFTRxWES8gJ4IuIpKMG3uotagS0uxu4szNLmdEX8X44Mwist2ox0e9gFl03i5GmghSVTXOX0Lmc3xKTrzrr+2gspzP/Folil88Kc/sIYQBwf3xEWpk5DaqMbpmsfGb0g4mxR80irvHXblF4/Z6LFutG5I5vC4lkRoZFUigjYxjLPgpldEAt4mnnDaBht6rBQlZiZLds6gJDdI9rJxUoTcZGiqS3VIo0MmRc85SR66kZaD/XUP3Z2i2PwTaA5Uhs3DBUDEYjBXsphIjaGgSEr8bWS3L2m5DtH7JoM8Dwb3A30lSPNiJeIBnSPZPgorxDJIfaWo5FCZhtrr2GxVFCY7UICFJ4RjsnhPtylh+7pUKAOayFS0TUFFQNnLwg51iKMIq5byM/Y5jTn+gQvaZzLwsfa1ypj/Plk+dqe6oFwCIF7YP5tx7MqqLFdSXsw5J/REZqFyFlr2msuTCHd+A8rjqNZrTH3bhbaA+TiU2subU2hcPhOdGfWuBtYXpONYGfmgblQWAecopi9qapy7QUIrPncb4r8wV8sqYW7GOA5nVHCKy2GKu9d81dqNqoqmYhO5FmP3VfIIk5h9M8r2vUPCQWOueaCOZ0VMJJkDDS1NCA4c89n884nXqOORLWiMmEK60WQ9JG8P8hGQ7b2fDY9A15JMusS7VaA0TGQMZwZQAKiOAMoPXNHIPnyNRG0gYo5nQyS1Xzle37SE0w3mH3AShhgtV3cqR5IgKNgeYsSdN8DjqMcFlkwhkLASLpU4kQ5LnuAHEDa8nop0sYtFojJCZ4sk9XUIDjnrlq3Zew0YvvKmPWCc4c5+Vo6dU9lNY4NJMn5x6JPV+go0NpCsB4Vrx898KAJvQKzS97TpFh0UCWnSAi9P5JEwVUzOWCm12Zv2xEBB0DnTnDRaPNKJ5LzC4I+8iQezX/kgFjBhpfaTWCJhhcNcGvmazHTRl9yneXuQAZ4+StgyPKhBQUjAshZCyEL5mov85MRkHkM4hIVnmMvoR5CwT8RMnML6KDSh/DJK1Ja3VOK3RUsXnmDhFFaxtAez4/rqtCdG3s/YlrwzKLMELBWb3SK5u21npD91j0Z25uoB79JCKZqeyYVCI0F5h6/SO0OJuAmfhWvzswrxBqcGvDEnus3w+UoPsOKGPQGYLJHOyRRtP7UBDfIKAx8VDlKnRXAUzl84ld1/VLJYobZB9ey6m8O2GkASHzY+w6oCrozqTHGNh6R5Q3sRBXjzLDzFIGlcqxyyQGkwZGLakC9wUpL9fUfh+hs/LIbEcarNj/41ql+0oPvffcP7lHCg8uU1/6fXhfCayoIaqxZ8cwBKRaLTa2aUmkwHiCsWTfn/jK37JmC7UtZn9I9oL9Z7litZKXAOQAsRhmaeFtczOWuG2HUUgBcZwlSi9bclHRIA6OumpVMJdaRNCMt0YxfxdJDoCjdEN5poqHW5IsMIQqwcoKIDAQbOSOW15DZE1rCxjJUu/Fk5WioiCD0PuGMc4AGK3UUgI8ph6YcFJqsiVyJsztQyG3aYZf04CPArhCfCtuTtTKfVqEQiTHuGWmEfZrjFWSYU2rCjBkg4ixezSKQkGb7dSWdBLrM/smyUQL/hwV7hJWcJq5RJ/KGsbPYZCVwwdEkQlsa94OzN8s1cmsRW4tMVJNWck51KhiOhkEUdGuXWuNonD5fJTquQSIPkpHcMyI8ZkO1gEoodMJO3YIEcCKzt3wbto9nt8UjhASCsvvgBC4dygTdjmXgACbH5v5iptTar1TQ79uESyfpfMv5rxAQUc6LM8PxKBaKatVs4akHxWW2oiq1XHFn1mhHlBWn50VPylDXonML2PPKOvHvPTvSdpTLQAISKxWRRdiVlVUSyeIg4igfBnnXTUDLjVLwpxVVQgzWF26hlldepOiguamvMusvMbkAKAf9JGjMXMMW413ENc+l+eW+Orr2HyMYAomDgJ07bO+B9NlftH/o9O3jjU+H7pGoez7aiof+xfXhrbIzBgy55VorT5pz5hx6XWzxUYkLdZDluleE38CWlBVK2ETz/Zch4B+5safc2B/uzY4Lq2SYwYuUDS2wlBwEJb1Z1pGsRZFE2zUE9JjMr8DswuTXEwXiEVYZNEyF4ypKFTGWBkgdhd0muNqbZsJYWo+rn3fL5LUbAwnWA7ByCAMEVtnVUVjsxIwfF+Q5U0IrUz0WgTTpJuVnjJxkmeEzjUrtVo81xi6f5nvuYjyKxb7tT7Wfl6j07rGj1OGjjRRoczje8zq/STyAQBFg6EV37PFKclBNHH6HQaRVCx0iXJBnWzbFL13nGUk+2N1s71ujkWjWzN/KyEFtlzfGQzhqJ8cieK4sLG5pna5tsDn0xH4GOk/dvUSzDbKcGTF++3vcBn6PRGCyQyVWSEy3nM6nfKaMcYiaCusdFdLE5wdhqmH0ly1BKzvx+/r2DUd3ZoCUFWzWuycX/cPeNntWC1mC81EzMSigcc61JDXNTQ1ghMqFEFjCgX1l++4EtVUmuVmuCVK89k8poYoUXtp7AfTX71/FeJZx25VbCdDkXBiFwFBpMs9ge3HPJGuYb9mVYSVbkEPimHF9lTRG0fkPlg9/YkJHiCzCNvjfE4hU6z6A33FnAcG/yTacDD03nvuW8tpmQy6wpCVr9Q+Rk2ea+1x9Fr7eBctAHMvHiGovBe6KDlP0p56AVAx7Dnw1RQDJu2rWr2R3npaDWZKlsmmKpXnRJ6oGQOiuSitOGOWooEFa57XO1GI4NRXx12Y2lmAKp7jP60omKDRJEgAuNmSLZWXX9E0HkM40YfW57yFFhYVQIP5HzWa1kIIKnrWgJ7aXqxPaCanblVBZQhaycYUD8NTh+WiwpFpuWz4JjzCBGuSFnDc6McSvqu2hMbJZPN0MAIEJZ0+72H0LOpmWrkxpaNz0uG9EkMTS8E4bGD1ekE0fT3TlzXXj22QefdxHM3ryoQlEExHLNzHceFIVrpb+7yrze9MEahBByK7M941tNEsDcs9mAqLHbSkWLVkeweDsEHYhMnASDmkHGOfZ30AcAguEqTcgnO4soFS6Nl+Q+nbDC6oFsm02sppcwu8Y/sOsmNrVr21c9BozJBDrLDy6P0QqSe7wcexV7jkQ9jyXM/ZqfNVrYEcC5sznDJhT7B1XqziGmDyicA/wFMuAAISANaY3Fj0ZbBBjMXUrRL2mpauqqnB2IX1cbQQ03Xowq0OrRLeGR4sW9Lea2NRKKiXhdYJW6hHhMiAM5BVwlciX0y89IfQ1euXyUQlviDK6xERR5P0Wrht7cJaGsKevcJEPu/ukwgBQMye2TrhCRVP7kqnNyVkE/05bp4KTx2d7NdM6np/3XR3jbF+VuenQmBHGhvlO8Tzrpruly3HFGNQrRGbNpfN6jnVsRydukv/cRlGexxfvPtodR3n+HF9VsfvRQSte3+kgXiYwkGXz5moyxHqKdFooTkXRhk+J8AEajyn0utRMISQnnyhFCikDnLFJYojhlIX1GHW8Ap1HmGXCP6IeS2G1IJA5BwDgHrl3AINCknywRhrtUgqJBRF4y5w5ce0p1oAVBM0NI6FEUnZzI772YTOhd41Qi4ndNR1Cos4yzMW8phbEFm3oeleK06nQ/I+YocDhGwxq6YRWmNaFeU5HqLJtAq8GF81bWvCx0i+eYjmiPmTObZdJU3xOPCmMq0Y677vnk9gzxhqGtFwZ+cUbKYlic4NHZssoKv6DhHx4+sC2vOSCBvhfA5MlSC+EdRzAyx7tOfxiOJ1deo7s2bSQdjXz9g1/AwHVitLEFr2UdvPdYYJI4q1SgHmZndlnMXCiyqjRheXfpBrgqq+3yAWE5QWZRkFyVb6i66yImE6JPQzrzUHbwQEFC7hodLr3hK03jPMFIDnGdTktB0CQVQDYmKcYTBZa9XXZtUwx/B1IsU476CKVLDDr77Phzjcgd3DbC3CJvaCfd/KMZWaeyBW7Qi/KdyxauZh5g8QgH3sFrkEYAwTYmyLlBaHqlkgaXCJgHFyoWY0SW5Fb839GzCGr3z9jN+AmYjMn2RdP1gIRBCeykMV3ts2T0wUDKyHU718e6oFAIGgDn7Wg96zJkuUR3UTa4xzag23t3aKFQMIgJFdAwt8M5xF+T4qRdBEl9C9iOdVmbHyuZ69lFuIzXh4bvwkMbyei3m/bZsT8LQglnNWi0bW+pZhmsd+56zlBtVynunal4kRz+SneIadtzyZQY/DXtrqL4j7Np4VUwMy29KqmvhyIwIVrSjm9ugrCGMiGGtnx7vHnvHOI9ZJjU7CGSuueWXxNLIjEJmspMVd7rFrDsX8rkTiOPoy5xPXrQEgnKZtHRsm61Wfr2NTGAOGhkOaQCrY2lHIHzRzxVQgQuhFUhoKAxl7jjn6eZyDa5VH7eLpa2DCUnTNMOpmcImMizntGRrq5dVLZBuR9x9WNyhxf3KnRJRVIAAQdMNsZilvMkUs/lwioq5YjEdhO08TpGVNBFZO3tbFNPmgtVTEBCkENadZko5N0Jf1LQqGKVH2WW9rEtrRao3P7rTUtbkQ/CQRAICC9NZ+K5ACS4eqQHsx2SUcMATUwBB0AAAgAElEQVRgbrqI6Knmd2DLR8wNmJughwa5sAwnwFKaOMMp1b7TxGTnQqtrccaQ4rkR9W0EhGKm1mdHnyocsDAZ90VktIhqFlBD9im0ftP8iCjnICI6wsGUCWGY2jVH0Ta61PRNcCE1UyPKmC3XigiZ/BIbYYGQLoRlMLSpNYuKK7VhqlOua92MmsIPy3y9nFb0uO9jLkzpWDXlCsm1A0ON+V0gE8f8gxZQylkvc+CCLYIQ7ODxkfMSgyRUH0QBAof4e0y4dqLJFshzXiKSpTDDCi8cGRAR2XOCQWWl02LRHOYux04TE7/4DkBzzknidKooobHW9zhXorYojBd7LFoojsf31HHO74oFh2GKU9CSf20WhJkPQYfmE+imnPo+kvKsmYPRwCVREaU/1pfcqgAI2maimcFavndo0mG9f/40QVPh2JdrT7kAAJon6ei5LCRbUoTW2Pi9eUljBdGYUEkxWUFhBl/HPxvNow+FPJPxioYWmnz8XplN1cxdfZvaI4zxRtJOfEbkJSZAc3NjyvHhVss1fHc6uiICopbNNqJldkYkuzEMxbLpK1ySpzTBad/NVCLCCRY3DyaInA+9NLPfBEMI1w7QjoDlAPhJWpj9SyG553yKrNp0CJt0fHHLrG11LTmxjhjLQXutUEZ1qNb4nbuwbfHnswvOeIpt95qieMCCXWMVDZiEU9CTZ8am+b9AfmU4S0GzaNPyrfV/5iybwEhNMx5Wuia8m0bLDa3WqIEHKlQ4RYvAckYejFPcclUAygaBAZe5HsTxTJs3NEqoA36v7gO9dcspCOvJ4RpVWMlzmcljC96t4WsLp2idrzU8kpkSzvPf/BFiuQxEaL3hdj/bMZVFyOR+9bMSAsZMZa0KZ7ecWa3cyH44idAs4wkvTmY+EOG3ys0O2amaPs0Ck+pz7apOfv+k7akWAASgNwupNPOomLrMOC/OUIaKQUBMDG6AjFso+Wk8ASNoYM0zCza+lyJtQZfhVL3AMtQuBQOAlTgxNcRKgMHQovsT6515AEchdSzWlqZ6LL0fPxjPC6ZvYYAeUVHDEMc0xY/mcX2HhUSa1sIOMSjBMnbLmOfPEIwxF5Qhnmub+L712bNbS0x57UtmRqpHI93hfBMRqMiawe0dimcMr19zV6hpFbb1udUJaDWCjGnMcsombLNPGpbRPPs2dREGzPnoa4aSaEiY8fsctFTWX+e8S4nTzwOL4omqy7XVgguIRIu1ssz5saJnMHopQGXQg6uvledei92vWvdRwMNhH1Iri0B+vkVAYOxltDePQAstPfZLWq5Ei78lnk8oIeX5TE5ljojyWURkfr1M6NS0shXw8iGnOU5MKGxfzlJtub+6W7FprbmQX/1pSPRg0rWVlxhjpF9njB2tbWlNpC8p4w0+SfIAiExR4K17RIVrmLpDd0XnLQlpx3nBO01jAUR3Wxy1+HfGBjj2SgWSkTGiAGK2wK4Bj3UehYHcUW8jtOlK8Hfhqr2d8nuKiIOIST9WFz0QdM0rUFWIaw1GDLERAPHw095Mi4pCeZ36siFrS03ZfSQDXrJAfBPVDOAFEplaWMyd/T6Tf6IxMUT3Kdgc7unNrIYaa13n42JOaYUrWmTSFqtrWjmcjj8b3xqlMTcj5/0x1/FZoyJEA6Y55AEgzq4VsmM8NWAuxr7f5ulVpoQE9JBPxe7arMEOVmYhHPQA8nB2Aty/GrRWNOqoqBowjSL9QaoCckZex1mFwBHMIS8xwdhiqYH0jdjPURTyI02t0EW8owgF5izKtpWMcztgx9YuouYYbolAMzRbRdHJDzkqsJS/3IR/ETha+heCofEsTSJq5yWQjz2jboD02bEWpVDtfm1FyMlU/qwszVpMMbPn/X95gBLVmD6n3cYJDfXevNR0iWokhvj6Prn+/5QLAIAANh33Jh3kAuIbk7Y1rlcL/BJECasKEVinKAE4u7Ww22UcYaMNLBOGUAJY7blChvFJmJw8GcOEMFbtpjK7Gg4W19gvfpizCnp/MIkbsSH9sgvsc/4+nGFRN5XChs75k6oZ7ozGNsDd2Hjtf8363KM/ul57tBrWca7JRpRn28qFkEsMdCkHHUwpnm+aUxWG81pe5i2ggPru61ml0Wd7X53vUDroIGjgHhwrvrpaGw0MEvgZwobBW0mRgY0JUTGzYVoKQnMrtsiEFjuUh4lAeykmyBMbb5Fli1WDD5hmdy6mquhYx5LwZWm7M3Otc+VnAyNOOysKTqV/hkW7uNdkUVRWeomcCIuoasVBDY5DVKZghgqYNcrlTeHu2nIKL0KaWEeyJp4nl6katJxrVvZvPD5gGZujHaHccEk4rdFd4f/YtGFX+xwc/rEJqYUCOWlvtb4u18ThLxBoqOWsqM0eEc0jbgjgO+Dtx7WnWgAogF390Gc/2cq0GFu8ExhwJjKWLK1qi2qKxDzSF/MzkEK9iNZkDOai1QGTsgqHPUoRNe4utWWRxDr0zg1C5Hh6YNAumJp5kVDo14gthuChh8x20Ht9H7wMchV6QZTq46wQVOC8CTXhCmZInvEJF6o+cdfS4ad2XXSWorFb5uQp4Zc1QzZC6o5RGieHaeL+wwb1UhDRpzn3spj5zLT6OhTovS39tpOpIhKjPCtDLQPjtYqOjYogC5Z0mB/nS+E/RCOeDswr6pkx8qJ9txIKnHMVvgKvbusWRCtq/FqbCYAqOk+YqsUJXEyGK8Mova5lL3BW+Gu0Jv5B8tAW5mBO4dh2LVstnBcuxKxzIaiRcKdeKbMdY7XxHM72cItJaQoXpZIjhKoQrCGhk3bMyWxHMa40S0kHUykxmqXJQ4rCMdoaaszMIE9WA9PFvspAi7SQS4VbVyiMnOhCKB0hut2jrE4eFShiWeOKS1j0ce2pFgDGqj3EkABxJ2qmZQcBEbBJLdlcT/aZT+tOWLXejjpBEXQpyGSuPbHywATTQrIwlQIyoOJhfMWcI56O5DDKkxGEGRlJIpUAI4qpRDbBY/bTdJWBrTFGCYnN4zAPR01aRrObtm46ZnIZWVZzzNHxlC1mBpczhke5Nt5Rrz1qHTWXYmqAAY1Vy2mewQtUBspuNY3MV6j4tvgc2rXFH3JgKFaEoJTjQNRcD9x+5maYj8QE0hgjzy1u3aM5SAESsJJHqTBi1St2bGOeOQbJTByawIH2sm/5VS1JYcwXAFpzOIwnVm3KyXp6WWvrOlldnTimVL0i6u6ZsDNDO4LGdFXYHfaYZ2/YqWRzhiuPU3VtnsyKqxbAXnI34vZB0wKan66tasY96PVKeGlGwl0RsIqi7buwqsEdBpM5vk5reKwx9sImdUwt/tAPgzAN3osksvjceHooQCY4mdsieFX9nXppxYScj+HFITCcVqvBm701KF2fy2vtKRcACorDtAHACXXGOxePelQcpB1KJzQagApGwRmFGNsIoSDmYAsnHotpLWrPFWIMjzM2M1yh8sjeqUXIqGcMIrQBP8yDrOywiADaU9sUAqjb6T6VAwRBbiVMMkqEM1ndGLiGYtf4ZvANH3gqkfenTchCVdG2ydBTQOmaBLe7BnwOzSQYGnBRwgI41ICJcdD1jNGZaGcYsl0zksiDyc/NQn4s5WSM9bnVUTw1xHo+qlsXISBBkNgY3GaZCTJagDOufQxQY/Ryn4I91psh7PkJNGPpY5QRtZJMIbgqCl8qU3jkVZ17weyP4aElsKDCXgU6IkxFJF7QiDD2MbPjYecTxJzH7+HMrOcK21uBNty6YgJow8E9UPwFlPCE/ckJd1FhooqBcd7R+soga4s5SIxdTJUiIouo8utvdwvmYFCemFVp4wJr9z0kZGktDQRpHmbKnHML1MCLWszN47laM0vGaWiwQ2zNTjdre1jmDVGCArAkx93VwoiEExmp3BK3PAwGh3VA41mjKfgNBhTivqZXMAqIiD4LwLcAeCNsxd+mqn+eiF4D4K8B+FwAvwDg31bVD5L16s8D+NcAvATgj6nq332C99hPILE/AAvjMbjj7DhkhxJ7DfXdSw9Mc2zvwaRMs47oi+Yb3DTOPSPtRBUdvmj5fvb4+2GEEIyJTSu0iAVxx+wBA9fLBYryFtdKEeSmp2Leaq2N5Jtlr/CH3bcP09aM3Gb/CRatUM/DBeBRPjNJLfpx1PLF6+vH+lSYKz5bMHrRJbkmDwLXmb0dmmc9D7XpaZqzbabWi5j2PgWQb7BgztzAreH29nZmaNOKrVarI51zUhhO5aNUzjueq4ZjC3hhtuvnF+RzD5yUK20EzONBAaIzoqzh+gY3eHRamERk8KYKeutLTsIRJmhxjnJgzFliRAHSPFUvxrnSRFnraoXVCa+hvQqcWgfahEWAkpMTp+m5VrtYOL1hL/vp1C2slJggvq8JljNikJlmlzIKTg22ayCv/uuK05CE3xZYktazoitcNPes0U9Txtat0umuFi6tfji8KYyaEJilExisyJhRXNVZXOd76Aqvhg2bwrJd+rherv1mLIAdwFeq6t8lohcA/CgR/U0AfwzA31bVryOirwbw1QD+DIDfD+AL/N/vBvAX/OdjWzLA8lmQ2FKDBcMgBTQ7qIIUrfd09iSGyYSuzehbFINvQGqLr33ALCvFCQCLMX5LQhTXIG3iByl6t7/r6WCkzc/+VN/AE/tn187nzgi81pzQUMWQCD81bSPGyZnygqwESQqwClQUWzvNkEpXbLeEUaLiZlluPpx1Cqv3fz6frbJhSX+PdQi4iYmzBEXOf9H8J8bvZnH5zr6PU7ci0mdWu6ycN+uiA9hrxL6umjUzgUkhujscZ7O33TwAZB4oL1o5kvetZKdWxno8BzkVEQ3mMCdgmcc6D+0Sx9Xy4FZyHwAsmazrewlnmThzTe5erASa7zBeY6GBmwvBvrXMuiYcmBxgDGQcLD2yMN7hvwMT1oy/48yMYOTR6po3oowkIvX3FxgEKOdIq7/XTbiEKmUshfdq+LQpfwAKIzRMS5OGsmdE2NmikMjPwxCxsM947xijHA4E17iDjjx/gCgfeto6NjB0fwGvenaA+SFAr8LHXnw/bh8B2oIuBN2FbUYqETLEdO63aQCEAqfcUhBl9v0VtOcTcQT/fxYAqvpeAO/13z9KRD8F4M0AvgzAl/pl3wzge2EC4MsAfIta736YiF5NRJ/pz7naQpM8RhIctbAsiewEvYFAbhpLwAp9xvsO3qEOF0CGaffdmM0utrktJFTxQDuggs0Z4oBCaQfLLZQ2qDA2Ygw0RL1LYGA5EiiwZzc5rcIh5wqTw0hQxdYUwO7CwzecDHAe0Ac/V9h+79QBQsIlNi2efEUAtAOI6I1CYDwjN4IxChlUNGTGK4to4uFRugIFWrFnzUgIu2fNlN33kZoVENDTNMkBmqa3aFpDQtPBnptYFa2XOPk08wEu1UyTHmTCYBH6asJq93lRbOxWQip8tBSfW+kvLIHKqQ8WHUUYMkPUy5PEfNdaLQ4N2lNlOjeXJCaj41MlpxJrHpnns2wCLPfF52AEXBBPixILoQwQ0lI1RWXCeJm7UqGR8IHANGcBQCW/INZF1XwZC5wkdiAMIkktor0AEDfT9nXSk0G7mkoUU4PAzrnO+PuyNrILGnVgmDUPeFiwd6Eyy1MaL6YtHbNnA2Nf/Stt+RnfE5lfhlrH9uB9+Jr/5k/jc77gBuPDHf/BH//v8YFxthBq5lQAjn6GzPR3IY6CcAQ9tYSH2WsgreHm16DXl2v/v/gAiOhzAfxOAP8PgM8Ipq6q7yWiN/hlbwbwy+W2d/tndwoAwMPsYBm8QZT+ThBt+ftiluo6MeST2jyaZMCTMjz8M5/BI5nyI7EzVl8iN+tIAe4gPQM4g3FK3J1Z0FUB4XmEXTlTd/Cs3aOZQTpj/wF7BwCDcsLJHUA0FKy3ubBnNTzR6iMZEzG4dWKHiSOL4ey9rRpGaNDVj5IRTkBuzkY8BYR/B6wEPA6EVw/otuShGa8NWLEtrn1ULc5sygzZyGatzi+rwzLPgtOF+c4S3Gb+23m9Wh4QWlcksgUsZ/WPJuMNOKdiyLXV0F6tgqPQoWHRmlqtKQGcG5owayeZQ3xmp0645JxzFMqQlJO9Ti0Yup0cF/elAzOjcEoiJXcoTfgllCERz4T18aXVw8g+qMy1H7KjE2Ovvqy4h0zhUpnzUfMuQIfEq8P9medSQlal0liFQUJQtwI9yrw2+r7JnNfwF1RhT0SIvLoYUULN/lnQghw+t2cP7I+ewZ/7r78JX/J7fxu+82+9E+//0KvAbYe6DzwtyDljaV3E+DNDWYFRsocV9vtWoNu9nOM96369AhZAdp/oeQDfDuBPq+pHHiN9rn1x0VMi+goAXwEAzz3z2sLEOYkyo3kwD0vRgfSkExrAxZkJTAyPCYwOboEFTs2SlafGyBZv3cXgiTORX8oAbXhGLMSQTwzSW9P/VSy2WxQghowzGin20MSIoPogIYfhEt8mIrQ6q+dBxOB9atKCSQg3NA9wj5junSZToqgqCIoQdWcI5hMYY9gJTMrYnSERLAEpCH4Ui0LIfSRFCw9m2YjRyBgDFGA6AzJDdyEN3FeNiUsSnXiWcW40FCagcydy1tZn9HIMXkAjqgppK9TUWvPs8Kmp5fP3YG5Fg2qGw2/EOHtW+cSlbfPuHo6cBQa5JSYZ2LKqgkNb5C3zRlR1YXotyjikI9aw+CWrGw8W65aIwJEFCgByW5yp5QCa2G2l1HGt8ArAku5gQpGpLVrlrfuPOs/y64ZDD0DjGXbUZieFhX4aPCUkUBqgIkRqG3G2r9uZPA5sIASMR2OF4ItznK2yZsPYBUSS2HlE2QAAlQz3hpW+xhgARTSO+RrSp9Ztb2k4fkUxZEbtJR1XixYO0z7/ajx87ffh//zxH8R3vavhrV/4Rfjyr/pP8G3/7Y+D2iOz1tAA3TNklx0ImKiNgjl8U80UGF8/sNVtOpdDmlqh6VfcAiBTwb8dwF9R1f/NP/61gHaI6DMBvM8/fzeAzyq3vwXAe47PVNW3AXgbALz+1W/VcMpFfRkLsfNogLqhO5KxWi6oWtKNwwJcMbxguoZBxHuTUMxKcAYzIyf9F/thz1Do2EG0mTMZYvVQCGYxEENooKmiZeGsPbXQes7xTp5aXiMq6lzrhF2i/LJdPxKSIaw15O/CAqdjNBiZ6TadODfcrjsitLQpmaFQSnOX9ZodvFJrMw6AiXU69ukI7wFI4UNYx5GHzZcdw7I+t7USgkrs0WEzXDU0+sjurJtFCIYJK5ZzkcNCIbU1Mw2yaKpBEyKpLdcSIPEMo0PkXOAQoGAaJXlK/ywRUefOLCLOkGILU53h0Mjn+y9FmLQ76CL3TUA+UJxO3VZP9xI3PcNxVc1n0dtMsIISKGLmecJTs08BHc1AA1ZAm66QojOzrTWoWzUERegDVvlXUjhNaLTQk5Yy5cxu/cSaAUpc6GZq4Ra+G8+w3yN3hICEImMe69p99KPvxQdeej8+9GuPwMr4wXe/HT/8wz+Df+V3/AncfnSHiCO/4uUhCq3WzGVxp72qZh2q3hrI/VmpKtIKjx8TTp+k/WaigAjA/wLgp1T1G8pX/weAfw/A1/nP/718/qeI6K/CnL8f1sfg//6OXAxSIzb7w8svl01otbBtoTos3DINIlUPH/XaH0sxrUkEaQaSJUuFiRnN6IlBDOwFb4aatpqGnSgeeUx5Q/MkHK9xQtPxR2RFzSyyw6OY6MY3+cSfjalzat3BpEUE0gLfZidYmGVh3Vpx7TIf8TPOL6BwqPmAOw1Y4TyzEIZKEU7FgCVAhcE8oNgBmUzVmO4okR6TMS2QHVai3UJQ14SNBS4Ih6JkTLrRg7Vaopi9IFfGVsOwee1rjLmtvTuUFdh4W+dJogSBC5qt1EIqTBqRfxGMJOYfEeYXOL9BXau2FiHGnFo9DmUmrC/B2GxNVzgqLDPrz8A+oakCUa1+GkpYhlxgDzWrlEhBXkZEw8zzdTx5UIRBUsZkGZutDRS9r0dwRgvh2tUoajRLhJuWiudZq2BolMyeEVZDo5wHgbindV8Ph2k083oGBrittCdKufaWkEw2ft/7R2Xl6CMgt96n5t3wfH8O3/OOd6BZsQGIDuxjw8MXd/NLxsTFO1Boz+nZSqo39yY6/yEAAmwejhxRgJhsApkkGn17wvabsQD+eQB/FMBPENE7/bP/Esb4/zoR/YcAfgnAH/LvvhMWAvouWBjov/9yLyAiPLOZZkzKhRlabRmRM5g7SM1FihFhfH1q82SL0/mEPUs9bFPTZ4EKg6hDdVYhJJ0FpwBgpzMQh8OUyi3km4Yd0z975b5GDNktsuCRY9bWs1n7/4GSm8ECzVrnexIqqcFIAFBBdAamcBqmBdWsxKUcdJZhNoYOTDNasXuZ2u6CMAqzMZg2EHpCTDQUrDNmvEZjDB6wOIYTaDk9zZK9WjGXzYdivhdRSS25JrI1CktuntR2jggfReY4XBRsI7c2aoTOIZxn+kYEm0MguwGz6BleFs7Q6HMDRY0XuwNnjAybpXAi0xTYJlBqBiqjdy7QmmRav63ljDmPw0MinDPmM8IQ67ip+JoyMgUAurhV+2AyRT/udIyBVmgBwWCJAPFgAz/20R6piP8g5Cd7acKL0HCYAkKWc9DQ06lbraDqw1M1pWPDhEJtP+0uiMyxPx0ELpDRV4UgLMY4sIhjntmnQhdrLPxk0aclkoYpfTDQyUyrcphrbBX9QMTYVLEr0IWhPMzHwIRNgI0btmEQK8AADz/MirF7CCuJJWq2HlnUw63nuf7VP8PiAsPJZshYilU+afvNRAH9AI44xWy/98r1CuBPfiLvIJiZeTqdjODEq1v6pDB7xmjZ8BUDHcNT5QlgUmzbdCRHYgYhCkMpiOppYOwWQqhw04SsZtuK380QSBEBNcajfbfTfHxE5yAqVbzozJk7ow9Lbmq1Tgjdop0MkzzXMtHFWclsmuB+e5vv3l3g2IZFWgiCaTkwB7Y83OdAqeXMULwBIEzfGba2wA6AlxsIJlSza2fpiRgTUcf5bFqdIXRRnsCcpre3tzbLavH90baigUW0zGW7yTFVWrDH1TnjhbEGPMeHA1dyPVkB7XloiEjDxrvBF0PAHmNv458JSEsFT7KY8MDhzeG4ruPE/c1xDhngZsxxqIUdBxySz1W+qmVnyK+WGkZpFdVEsGmlmUbqCkxrLgCKYhF5AuGcd5y8Mt4oSak6E7LCwuAIz/QsbLNIphYd1tEQvXqweexdXoY7S54Mnr4+23IOtfap8OWzCnowgzFsngOeUZ50e4TzogyFKaIK6QNdT9jQTW8nMTHGDRs6RhP0jbDfPjJlxxJ70KNkRDkezQQAfG6KXwMFdmLPX8qkO2Atgf1k7anOBFbHY+W8Z6VOhaSJf2fNC/Lq+uymoipIBgYNN5sttd8ccepnfAIA5bNHQEDi6fRl08A1UPE6PIN5OekLQGYmjmY6fmO2/AC206wMV56anQKe4OImv1pmqNUW6mgZsbEyp9215ZteMkJ7ROioY8rzCMogIPWwBCMyr3aZpS5c+yYrgmXwQfE9VGwJFpmTeLqGUJwMvCa2iHrEjePAYww7Pg+71UYiYzJEBI8+9/6sYXnXVA+lONms5CEEc6G1pHTOFZEf4E7rGb6YG91EZ4cMgjQGeEOnbsaV16aK8avsc46lJhMJWkMeHFK1UPt7Mij28bXeoBJnIDh6AORZFMwM2XGVWWYfCnMLizXPSlAP41TDuWOdU+MUSWd2KlaYTL4NAYPBrVyffhWHQGNeHELa+gzLNPII4RAwFFYnd2lTAz/u/VhrW4vWKOfI5pPm5HnbS38XA6D8ERp3hYMWX4w5oMAN2HDCeFbwwmc8i9vzQ4js+Me+6B/FT//y+yA3t5D9Y2B5gFN7gB0P0ciOkkTUAKrOXlApVbHm1MS/CC+OnIK4pgqqJ2lPtwCA4Ky3wABIJl7au4U+yiCXijs0cDEQ2LHjxpwVB0OzISKrdDjGZGSq7sn3TELCdCyxh0XCziU19/AZilmOoKcV0RDkJDTA6DiBEGUDzLxsScTkB18AwCPH+7hi6GfAOw9VgbiQijaGQzyE+Q4AreDA4hUCGwGWH2AQSUTVWLXT4XHx7vQFsOM250CEMmoDcAYhng3MofOTW0JamJvPt2gKUHMZagrpEDrdk8JqvkDXeaxjlneAlcVYYJAgfmcmjSY+PzAZRwgkIgvE7T7CPCO4WA61XLByN6WhDYsUU4WSMc/GBD1rsVpm6WAbciT9WKKZtmkByKgCeaBRv4hYiWNPNxLME6Y8hPVKeY6cC4cIpTCvI2PIe5spJa64grlhCMCNza8Tcf4edZYhy16GpOdecUsaAavNUE0rVWBWiJXLcNjQ10ZYYJgSo9bboaIZk0d/2Uld3odqiVYOvxSHXJ3RqgoWwbb1S4ZZfRHJeAVRKV4wrO+tg/QEZcGDZxX6OsJv+7y34Ku+4bvxrd/6Lfj+7/0evPC61+CffMPn4Ae+71vwtd/0Z/Fd/8OPw0KYu0E7Hi1ocwvE1kAeyMPQopSta9esH8PPkdBYSl4QgpdrdN2UfjraG179ufpv/p6vzqQMwLSd3WORpSRrbMLlmm2aoC4YzuczeDv5RE7HmJn3NtkTCpkx7vNQekXg5OQYXhBPNS8znJMM4wOmZm3XTadeLKlJ9Ikxx6lcVPrR9JLpMTNOFJr17WQ80oumOw+Th4/Vxun97cZco+56whCFLLJQVikNnSYzTc2kOn/TrCdaSk7MuPcKR1k0UvwdR98FM4x3xriXYn7lvaDp5JwF7gruW56j5H6MAo3QIfInxhKhnb136DC/xQ4/llJ0KVcQsfi1f9G3hoE4AtK03X1eo2ZRVN+KqoJ6QEOThqI42XE9Kn0M9x2dZfp14lqzPufJWrW/LaJ8dpcGGIhyFOZXYjQY/LWrLPNPRGkxD0IKywjfrtn4F7AtCVRaWgoJs3jl17ym9Hy4XdYAACAASURBVNcsnALb0tzX8W/bNsiYYZVBe6EwmkDBokVToaNKf6qK3RXE1hVjnPHw9oxnX7Xhf3371+PT5Fm8NM5QsXIddD5DtwZVwt6fwR/4XX8SGz+HRw9vl9yKuoaqmtnYzIwh+3JNNJEdFfKJPR7P+Y4f+bM/qqr/NF6mPdUWAFTtIGwVIBjd2KHwuia58FRqDSIdsdjP6VAz3N83A2YVSjKKAxHcGTrNWevCCrnYxvWyt8HMlqgK1/gIMAB+9otpHhgBoFT9m3CQyPR5IDdQB419kezEhHEe+DiZKdj4AcSTyNAkD6+/2c1M7V6YSxUGuXiCUTsPg7tEoRg5jr0UGYuCXhEFxF4XHnArSyg1zqyUSO5IBZIwY3yZ5KM2J3HKGBHhdNpwG2GJiqvEnweBJ5k4lObWB/FkpBcMNRhcVE/klpAeXdkOZg3ASwjbebCNGVvrkH1kWGT6AJgumIY/yA43Qt30rsnDaCoEUhVCQgFbrQwzGFQI0jHGrDKL6VOYMsEidfIZ4b/yvuVVYqUiGlkGObdgygEpETZqfoD7Cklav42hMiEDN+LeCAaQRoBuiM2haiHY4qHTEZZq/oIJkzYPua3Megdj80KHsgiOKtQEBLE+pWZzSqd56I4hcMj1goRnihJB3LCxQm5fws32DLab53F++BA352dwfngG8a1Zu7eK880JG30cr371p+HFlx7hmTc0vPELPxu/8oO/in1/mNp9hSgnjGpryo2XvRPjbm2DyLT6Q8DFfD5pe7oFAMqRgW1mXDbHvzSOQ1BkZA7RxNgBgBp7iJRCqcGSPmrcM5sk1d1KMohVBQ3TMzViJw57n1cejQ75KVNhJTSaZRvCbxHPojG1jNiPRIwRPgme8EXVZgaXstDqsd2twXgtWYIOmZm8nT3MUJA+AoMkDM9mORugRQSlDoY4pmgFpwxz3/PdcRjiKeajc0Inu+y4oZ7nNTDYNXh3ZimgtMNCd5uvjQlIxozFZp7MokUqQ6mpfhdR16zjHuuvEgF0i8M0ourNgiBw52R+Bsl5GQrqIGkZSkyuWdoDfQ3O7kBF0Geu2qKhLqY7b7a5y3czYoigENN44aUmhqA1/67ARUFX4OnP4EZAqwEKRutd62fVYuBkqqG5EwDhECCRkT0A6miZIDXQ2mbx8rkf2MuqA9o3AAKwuHvEi53RLMpnJT4AVV8Ptj2Q4a3OlsyCsERPCwF3xYGnxdnT8gaIZ2WAxUfAHuCgM9qpYuYW+w/Aa/yolPBvcuAzoDQPE5bnn8Wj51/E+979q/i01z6LH3vPz+G3v/Z1OOEGUECaoMkZ9PxzePWb34IXf/6n8de/6+tBP/BafMlb/iBe/8yboe0WY+flRLLwLcR+iGZJarOcfAjPRXBkl1cF6XHtqRcAxzNrbeEvtclM4yegOS4+k0IccoDhpnFKE7NhuWney+1MLkNAAPHmg8NZNDdz9CvaEd4gh5as9G5oKeRH/5nW1IPASjanAKlhci+V/mSWSahw1b7vZvKqE4j3T0IzHIqtWYx3ZPdaXxkEC4ONg3E243wAgF331JCVCdjNuhA1yICCiYkAeDjPNw4GLz4OEbA6pg8FmiJOBhu7aaQgSqZUm0ox2YtmzZha/e6hu+wMBsBiRYSlMfOaNCMrAICaCS2C+W8IYVUYOEuE9IPYkaBiNZhKqeJM4/fpW2BCx7Qr1FC1eNEoj81eGRQYsBIg3C5hiovqlDrAjCz4ZmOeSsRxTltboVUrsx7JfyE0ejKjBhMIzYLcgXoutM+/QUibrYPPaS3zEU51wKzhqIFVD3CpfTW6W0+OswoAEYgRGLlTgyqgJZnLKdH6SEkXSkbTx4J9RmsTLgIsrybW8KTmZ7xVxXd//1/G+UMfBJjwPZ//1/CaN70FL/76+/Diiy/iueeewwuvfyM++oEP4Rd+8h9iDEYXwSMW/Ltf+YfxXX/xe6G3E/apSsORzuMaJE+aVtKx9PXR+nm59tQLgGsQTITa1QMVMmHMdqlvkN3hDmfU7Bs1Nx1mzX2oKxirZG21jnnF69ROVQLgh26splrtbwutIjG+Ae6EeaQIsCcuPgUI94Z9d2+/bGmV7Fz6wVMryIMx2rReZpq7+RlEBA+Y8VAHOlEmsJlpPGv1n4rz7WRubot68ISo4Ru8KQBdk4tyyTpPjVzixDPCLju2rYPd9h63A1u/SYhLu1sQ+8SvI9aeyeGmzNYs0JiHAbJOS4lq+KoIdhFsvc/6L0BGyohni9oZ0i9BYVUeK14d2a2jMrX8EvNMYgAUAQSe46EKEFYfU2Y3F3qx4AaPokmHdk2mo+knKtouOfPfTi3rxdX3VahnHZMmXBcO370NV0a6hd0yYwwAbOdrgxUkEYGkXl9f4cfoWbkVgkNFSPyeiHBLcOukZXRZHBQ01632tZvfim896OKEyMxtPMuisAvkyxYJXnO8u25Z7bNm4aoqNo+is/p0Cmiz6gMAzv2MbRD6mSG3j/CQHkL4WTz/sZfwbf/wR/Fv/Y7fiXd834/hCz//8/HP/htfjh/+jv8L+msfBOEhXv+aG/zixz+Er/za/xj/whv+ILbxHJRuF94RwrvOQe7tCo35igUN1fD2TyIBoNOpqlPiG29SV+UcFwzJrhaapiIeRhek7RoFht3CRlQoNfuxI7UdDoZc8M+oLApn1ElAGr2FR+r44TK+sQUTzpmJUYTmoY8AylmfYzL2IQ5rADUjtMWpYQQ/rRTgduMfSYbyMSu0zRhudkvo4yJoaBiqkAg7FYsBz+eWiqO7C1iKMgU8rN464NbIAJFlCguTlzV2SEN0xirjbBq+CPjMEN4AbRY6K7PY3T48Dryk5LPuHolBB0E9MeLNAGIbTq6fzTURQZvghiwef3KDUs44WPkYYPYwz0d7+njCiiRq4K05xEEYyxGkM5JInOEbM/eidCUPILT/CHIwZsTYok4VCrTpmH7Q4rUoKAhj45PNF8/vjhZ0/d2EyAxBbP6e7nkiRkcOyUS5lSwHYSDsTNAEyEua9PLuyngVswRKZLR31YwqPvp8IhuZVYHBGUTAHAqQoDfzXQgcCoPBS8c2i/BFVr5FsEmh9aqRK1s0Tg2yJXoBTAJ+8Ah6+xBvunmIz/6M1+Klm+fw+9/6+fjQT/8QfuydP4Cf+zvfgb/9gz+Jt7/3l/C+n38X/s7bfwLf/C3/E77tO38I+ADAr78B3whkdKDQYyAe10o8xFkNTC2RC1b7zGjsk8wCUAX2jHQQsDuVzlnsbGraFRsdHjs9xo7IsJRhktIiGQTY9zTHDW42R2lih4GFl8SWmNe4Z27IOem2cBp8aDFlazNnD6fGL1Eal4eForIm6mTfTDe37pNAWuQt5PstwSgsgzjI3U6rmoxj3x3jR4EIiikZDt9paQFomwkR7wfDCuQlENDYyl6gmWUAcex0jluCIYiAaDg8tWEUxa13y6sYpb91O1dzNyAzASXWYP4R/zzlppnQMobDbfOFPML6qn6dyJNw30z0v5FphMMCWqm3jDhcYIv0g9iajH06MdMiRYFoBHkWLDA3svrzInRXXSlqbTLtybwKnFUsg5xDnuG0dUY97yjntTXT3CO7Oa9TBWhzBWgmjUE5rfLabP9MLZbKPJG/N/o9FS2YtSBzjwf40dvU9uM5Y5gfsLdeTswAoDVxMFc6K+bOA3DcnRLaM+BHfiqELTKprq1F1TXQ9hJeeP7V+Mav+TP42q//Bnz4F96DM+347C/+fdjPL+Glj3wMD1rH/ro34nVf/LvwjAKyDbzuc96E/cXXgNsJt/oxbPQM5LYDNBYeUaG96q+YzXw8c3Mp4pTCTxofgKjgpVsrHbD55mytAZsfBB8rK1bdMohjlEJPnSZhnvdbAHNDWLW9bqWBBTiTMflODPjh2zUZqYMnAdKYe0gNPnB2agtZon2GTpz65PXUh+zYov+qiNIvZxPxvimnMBpUKpvO4Aj0PTSliS3fbpQRT23M+uW3xJPh0zY1OYlsX4sCGmPMBCoQ4GFp+vChayOUmms8t9Gs7Lg1Ne2fz9ZX35gdhIHNIm/2YaEijMXSAuCZpZoH8QCAlLOSVSmdktxvjLk4hm0bQBMLjlpHgNWEMUepnTVMXm317LsgMs1VFdvw4yVloPUCSwg8o9o03f3hx8FbL++w6DAFgH0Dtg5RxantEDpjnGsROjW/CJHNBQjQDs3zHCgZM2jCc1wONI9wT5u4Vfvbtg37fpsa5ForpvpRaoJVAKKa65sWsERUjKbWCVUQNs/qnuVEbKE4YdoaoSLuvLZQRhtHY8E4e5luOidclcINDqFxDblGZmEr8xIdViOiEmOnLasAG2w7IWNVRds4FTcVC32gTgCdQOMRHrUN8uCM/nFFe91HcT69hP/ov/o6fPZb34T9pdfhM9//C/jPv+RZvOf2Gch4Ld705s/DOz//n8Mf+tJ/Ed/4P/53+PWPvITf86X/Ev7e//2j+Jq/9Efw/g+/D1/1R78Nb3yho+tzPs8j12lNrHNHdZkTUxSn0nr0JzxJe6oFAKBgfQiAcfaDT3bZQbvXr9nPmRQ2qIPayc7ThKSmM2RK1jA5z+cztm1zZr6juRY6HTDiFfs1TTNVxSMN5+ca3kl+ZB4ZoGkOsUOJ23Dm3nr2MDNnpdEcrSq6nOZzeYaiEm1r3X1/fEv1c0IotCu2dCRtID9c/kHrtncNjAZg+pWSMYdBM2Q2HGExjxaF0HAuCVnn20eeayHwCgG4bV6XSAlNuzEIOlnkBFvE1VmB1rditVFaXEApoNCmxrqVdWAaILUjeAYe4tSCSZx8rgquS/O+5mO3kgQD3DsYwI1MUyu0bNps7O3Gw+0K7DIoMseBm20WPBMRdLLywXZ4zg59ZH6EXfzQEN4R5kE9YU3AYOoAue2VGmDkVISfoJmV64pIa+WUrytwT7UUjhj7UeNcnMfFWjj+q9Zu0KL50qZvJkKhlZClk0PDjlb9H0IAb1FGodkBMVgt5yiXVRmeyI7tdJNjymt5dSQDmBaC1vOnTahHxU8+7EkAGPpxbE3w2jc8i9d/1o4X3vDpGNrwzp/5AvzKz/4D/OKvfQDv+8jH8EAYP/vxZ/HzHz7jR37iH+B0+y78+qv/Ht75P/9lNDrjLMB3/NCP4J/4R96Cb/zj/zq+6W/+ffyn/87X4MVfshMGQ/laLZyx7MMsdVGi5mItAjK4lhl+V3uqBYDKjpc+8mvo7QR1bWTbNtC+QbRDW8fZTXXxzQAAxCecTicwc8I6qopzEQa3t7epLd7qLXo7QdizjHdC5w0NDb0eo0iUhzLXo/1Uzw5HqB/AolCEluM5AWXRRCRPJ6uNiCEopQTSmWknf2ng3cUUDB8JpaFsVQMjzV5ozFINo8AUfp/k5rBaMEGEAgVkNUsDp5mC0qCLAcbtbsWo2KtCbtxwq34uE8MiZYZFLzWYCU6gZFBbm3WaRmTkqoJ7NxhwmzvzRjcogLYxuu5gMYMrCurtPBOGAgoDEbbB85CX1tKhLVswz1lug1U8s1WgaHPDYUCoHxhTMDjXNsmc+o/Ujv+WWysHftYGFMEnAUkCXtTtbCGoUc2UDK1sLjjrmKYDWLNGUayN9SXgPFyhs8uIkRpJElBSZSRHaKG+J4wXYgKBU+MX4syoFtG0cjih1pnLgEYYkTBfKrGGi11EcI7XV/7GfYnPm/NS9khaOqHeWz5/c6bfeGLrONSRsvF1EBQfe/H9+Evf9Ofwug++B7ef/mng24/jd7/1M/Gzv/FBfJA/ii/6vC/E+fVvxq/8yk/hlz7wPvyJr/ov8O3f+jfwzvf8Kj79hVfhNz74EbzqVa/B33rHT6C/A3jw/Gfj+3/+b+C3v/YPgD44/TtHIZt+n8LLrmn61RH8pO2pFgAE4EFTjPFSHo4iDxX76cYqeN7cuJnZMbQDXqKXsGNQg1DD3tskMlaQMh54UbiBBpIz9n2H6EM7/GHfAO0Q16iJO3o/gamlt733jqGG1YsA6kk4hkUH897974GzZzNCAjev9VIqnu0lX70xoj6LaTpJFMuGdiEh01p4RDMUUcIhu4/EjYjISkC4w5aZrT46QtOcJ2uZqDBoKHHwEmlQcWaB2ME81HA7NLWwFj4LJjuoA4Tb3UpxbGSu14fO2ABgU2OSukWmpp+36kT/qGjj3DoegMACjL57chdZpJXCGac7LLeJ5zbPixIigM4gZnS5yTmsB7c4TmWYgRI6M3af3yawmvmww4BoeBKeWCE/GgMiwxQHbpD94xjEeMQ3nqjYMdTObx7/L3dvHm/bUdZ5f5+qWmvvc+45d848EmgmBQLIoKYRFGmZGrAbCKBii9CKtIiN0u3bNg5NCw5ICyoCggK2zCgzKDJEQggQxhASEkLmOXc6w95rVdXz/vFUrbVO8EV8uz/98ro+n8C95+6zh7Wr6pl+g+YS/NLoOBXmxJwsGNbkgUJqrK0jharlNDKg69qq2eTOvVXtGlNKA/NaJlVJRbYBI6qKnT3p+kTjvQKRhohJM9usxeRPnG8MTizm7ueYodoPs5CcHb6ZSqzXYFeqO6f4yvvZMb+YwK2nw+xmorWvda41EqdsUldvTJwEw3rIgsRVGneYhVun90dZ6zwn7plzQhO4/NBtXLmVufHS6wh+hdnC8/Wbr+fqD11DTg0HT7w7i+0Nmlmgbed89/3uzv6TzuAjb34v8/17WHYRv301h7/Q8K5bf53HPvZFpOUGLoJWJJmAaLSOhBbLUAEqORadfEZGfgU7A8O3ur6zA4AIbZiVTTHpc6UekUzqI+CIfaZxDhblAAzBMM7qyDQDFd23u9AMGjzO2SQ9uJbgZ2iG0DRkXZI1Fiu6TM4dfWfD5L7bSVoKwVobvvSA61DJFmEmxoLoIQ3Dp5TzgP+vzxVCIBdd1658dvu95dCHnW66f6isr+W0iAw9/WEmEkcYGTAgUyjtqJr9xVjLTAtktiEUivlGrTDqEG96DQFBrbYQGA4t7xyxQNn6GJGmoZK8VCqlwg0D9yX2UiFa5qiq4IpDkndoTkPW57Kw7WDTmT59CA6XwBcUT7a+T7knYy87DyqMQootXjw6lZkcJ7tW7YmQpWS4gJaZg3ogGTHQBNsyjRfcSiZ2S1SXllXKkpyVGEwmIdCTCaTUIS4YD0JBJRFdHaA66LbtbQQh93moZrxIcasqa6MefBW0MG1xMOHE3OG7ck2w59JKLqxD94kI2cBYrH33mgrIjltVh/JtMBJdzpmmmZGimiy7YgFAHSUEDa8bwk48+2AQP3m/NTbsaGW5gBQUj+Y6M6GQuXayomUHu33iq0wVcy+fqrRA8/x2uriLkA6BJPYeFK665ipubHezUOHOZ+7jbnc/iw9+4O+YhVVOPO50nvrUR/Hxj32KT5z3GWazGRubRxGvfOYjn0faL7NvFvjR778Pb/67z7Ed9rK45Uqu/si7eM6LriF4sVnXZBmKM8+QgWFeWnWhAC4GnSYxAqq12f65BACExjU0zrKHAcHiZkCiwcTNwqxBCjs4Z4v0hiF3eDbRWHSB4lHA0TmP4sjiWLpE8KvFiMXjfUMQTyo066rGCGEcyqmD6MqB6akT3GGzSRmylSjuKwY/JVJpHqecURJRlb4TBMt6Ryp/kekdNI4mFneTx3j8DjIIQFNghVOGob2/yc0tMgZV9bSK4Nni2TlMCsW4ZIoMYtiUO3vO1v6yAOjKIdCXUj9W0lcp/+15qreAJ5Zhc6gMV3GTNkQmY9+vn2Q522Jqq433bKt51Hrf2GATkAoDclAN5xE7hIdyuzE4o4ifoI7GSs360jJkjBY43DAPdaG4Z+VYDhtLWHQW8O0K5GhaThqhTySNJJSYO7MLzdEYuOUeDcbqUenLgVjXgUzWmeZsA+jSG1fG72WqB6aqgxzH0LorMtOguDxKq9fl5vOosyXNCFOdrr1KvBpmN96TYyrOXHWxiYmukYYAYCWDyVtMB507iJ2MM4Y7Vpu1urHPOXJnmJC6pusyU6r2yTxoypBG2mHdGgrP2rZJhd3hGNdc+1tc/NWbOOWk3Vz7mffxut//bV78to9z5NBRLrzgk9z7Xnfn4q9ewS033cCRI0e5+abbEAlsLzrms5aH/ssHct111/DAB5zD+9//Ad7ykfPZ0BZ84kY/56yHPZF/9ciXoVkJeYSN22EuFoBl3L+h8QPqSpi2jMI/OMP4Vtd3dgAQIRRdHMkT/XapJtqzMRMuB2giEcomt0NkckCRqKYvqCNIQ5c6cupRArED71aojNfkGpriBWpEqUgWR1YPeULVThSmqmUjA767vnBwpHK45YJWUhIp9ZaN5ozK9tBbr/8faMey341oj76XcfjdV0RO+02/75zUBME+/xShUSsHKUPccr9qe8cYwaNYlrWiRlx+zqYZaho2I2uySjMYAaviw30xBxc7ILxHsuJV6ervVdSUWsnuZYsUTyRzBNdsMM+C6LwEkDUW7SEcShtXASVrYubt2I8F7eRgIqtr66auq3pCCnZwiMiA5rGBcclifTH3mbQZREZYqOQCAFBBUqkOaqtNPb5t6fuOmBXPjOSWBOa0mk07vtzzmB0xLWi1Ifs0ZHJeHRElTFQqY+F8VInx6bCz/pfKAZfc2BbyeHI55H3vy4AWlNkwC0IFIQwVmt0jC8aumWOKqQHnGqrgRg2kKWco93Bs7dSM1OFpCgu8tEvVpN0Riwmz2WzHAT7MAaTCU2ff9LOd7dDx2jn3KI+tXA5xQ5AFBnIhQI6Vd6Tg19g+fAsv+aWf5eIbVnnxq9/Iv/uZX+Hss1bZ7ZecfM/7cfrJJ6I+8fWvX8m9v+ssvufs7+ajf/Mxgxb7GU63ef/fnsfeXbu5/LI34sIasjLjET/wA7zvbz+AT4F2/2lces17OaBzTrjTw5Fa9d2heovUBAsaVwbfxZwHqYDZncHvH7u+o9VAT9xzmv7E9z2vHEpjn33qXNV1nW2KCdyzXgaZG/Hcw+Hmx+GmRD8s4Cyx9BFr6Qv41SG7ThpxTUtWT/KTQRyWPVIo/DU7qu8x6ZjJ6gRrHtU2eoyRmEbrxJqxeeds6F2y0Pr5QpgghbSQR7IfsriaqYkIQSaZnJtQ5yew0TuW2vXP9X1I2KmLVL+DqaLicFjI6Jg0lUGYDo6DuMHeczr0Gp5HthF3HN4dRXSVrluwN2+wuqvh7X/1Ov7Vk38M2T4LJysgNw33ucIZsxdab45UzQRBUd1r7b64b3r9tm2H9x2cDZrVCclPyTnlOUrrRbIi3pFjsnlAzgWqmIhJaGYR53u6pT1GmAEZl9MI8wWcKq3fxC0jmXGQl/otwNBjzpmqbe8t2KeU6CYD6T6P66ev/e6UB9awqtIXHaYsc1Q8oZ0RSuUrONRH0IAvg+XZbEbp/uOaufXtpQF1VJXUqcfCdE3dcRA7HXJO15yI7FAWrfd6un6m/6aTtTpFHQGTM2IMIDHHUiXHYY+Jjoqxfdwc1udUUTMjeFnlnR88l27pieLJKw356G2cfMrJ3HjoJuYp0Lk10EQza9i7NmO5UI4cPYTPW2zNDvATj3oQ27ffwt9fejW6tc1tW9C6zOHtJQ09B/acxrk/eBwP/Z7v5k0f/C7a1V3Dd1YD8R2Z31mlIMC68R5PhAjf+uH/+P9/NVAnjpV2V8kibEHHGFEmJJ22WEbmUVEvlb62C4F+MhgKpZ8sWoTdJJZeZSTTW+ZfB7YY1t91Xel/F4hgZ14ATT+KW5kuuvU/xwGl33Ho51RL+Nnw+VQMA956613nXAS3SmtBtWe5tAAnfkRBxWif34xVrD2Q04hUcc7hUkEcyajlomnKMCwBkQlMdhoACnEOZ5WDbZDhX8shR0EBjZdhu4uAlytDWArBRxPBF2RQimXBjtlcHYw7fxjdXGdx5G3Mmj30y1s4dtsWl918CT/2iDM5/0vvZd/ufaztfziNL59PnZm0lFZNlyKtD3TRNr95Ho899OrSZpVaCVpVesLC4yga1y/H96f2ev0EiRJjxE3aZppN8I6gbC0MKuuj0oi1ilSU5DNNnvAHnLKlu8jtjCCL4XnnzRxJypp0xBiZNTOcdiYR0ghZ44Abj96SiJwzqdieJnFQIK09EYmdtSH9ApE5eXtBnjkkrZYWmLc1laqIYtHdYSSG1cy7IqymaKJpIJhi2GtAqHt0mqyJyGCQPg0OUxn46do09doCCkk7k5cpfHVMWKw9lzWiZFJO5nAnBXZZWkcx9UxYYzjt6ReHSa5lzz7h9k3lhLU93LSxzeGtDU7avcrKcslNyy1yC836jKTH2NjaRlWQ2XGcEA9x5/0HePk738/Dzz6JC74W2bdvzgPufzc+9Hef5i1veDHPfuZb+LP3Xs1yucme9R9muzs0JChZRiMjslqbyHniHeYh9lj+ydd3dAAQAW/QaKSQXzyeXJyWNOiwSHI2AoXzYcAIpJTYhQztjYotzpJK/7Fa0TlUTf62VgpJDbWTGoipkEI0ETwEVZIm2oIm8ppI2qA45moew7kcuHYZHM6y0w47VaU2dC1Y+YashiSxrMp6kKo2CI0FI9cvxwwnRZsBOOcMYaKCxgp9NFJNCIE2NLhYfRIqnttIJ1IQPwNDVBMetWGURCPOZBkYq/XKCcQLNEozWXnqTNVRqLLNOhheW8a8tMcBjqrTNLKwnXNIdxqr65HPX3eU6664iOPOvJ373/UsNrLyqW8c5fDWdWzevskDdp3Icn5f82ZA6HqIZNbWD+HyQUiR1HqSJppUphs26ECLLIbJeWRU/SC965wjygQ9phZYUjIviJQzgabMxxPO+SF4VMy73cpEUE9PZtbOTafHeSOGqS9m6nWtO0QaGzHn6hvtWErCzzwxeSSU7DhG8DZHcm7JrJ2hMbEqecy8yxquPX0NnogjzgKLbkkfM11aoN6T+wZxWyT1aHT4MDPAgAtIOyuyKi05dWRniYAa5Q3EMmvgDsGgBP1Sc43l7AAAIABJREFUMQVfxQ8Ll4EyDyh7TlQMPeUtAFfdqmFdTQOM+CHgDq1edBiEV30hX3gkVOlzsZlTueOkmHFFS6i8oSHQp5TwwSPzoyy2jrJn/Uy67kZuuO1a1IF2LSecdQLPeOITuesZx/OUp/081/SBfbtnnCgLbo6CumMs2pbXv/2vONSs8aEvXs+ih7i5zUc+/Hm8zDj3yf+ZjbTKr/7iT/Cav7yAR9/nUOGQVI7CZLA/mWFUqHAI7Rjo1NbmHTsh3+r6jg4AiAytDKh/TmN5p2kYBmYRZm2zY6HYBvvmzESSFd+uqb3rDKJjf95ZX1dLdpFIgxH56J0aIUdTt1SPJ6EumyAVgZxH5q5OZGaTLgZD6OyqnINA7ggUTZuqB1I/mxoKp+97882tUhfRMOrW1gpjL1bFDvucSMmhucEjBJ24hrmKjmK8L+U+M2mX1X/LEw6B/dCGkD4LOpHnJbuBcIVWnH82bmk2CvPQLlKGuYLoOGx2DvpO2d8teNbPncMnL/wsd/mePRxzt/GhD17LEx65zTW3d1x8/dc5867Ho9oT/BrXHv4sxx28M73ek5gWOCKhn5u0svPDcM0u20B93xs3wVnVUnup9Vbkoa2SzWhcQclIHquCrIo4SNm0fLwvw+rG0EF+FnDa0PhAUimy43aADoGxvCtVtZkEBjYwYVebR9UDj2LfqE4RNRaua4Wo3fCeQloyy5AnzNlQ1tNa2EXuF3SxJ+aehSyNvVzaVmaZGhDfIBrJwaO5t/ao8+DMB1lzbwiaiftWymNFN11XMY7w1AG5Uj6vkQ4bYo5kVXxhgiMYPFlkh/NXLLpR0zZPvYag4Qpnh7HyuGOVUsmglWg1BVNISV6896y1cMLB3Vx387UGAPEOguf6aw/zC//lxcxaYNcad5kt2ew2+NWffzb/8cWvJM1X6NVxv0c8nGvf8WE2WaVvPdJtWOXtAL/CaccdZOP6y+k2jtFFWzd3/GzTNisUZz1V4oQXINhcaIQC/+PXd3QAEBzB7TL0iSzLl1jRAnbYTEu/eiPG/qH1YmHMEmr5GnxDSr1F14JayFmZtdVcQskuEVRIPhMr27T040jja6IJcY5l7AiuGQZwtVxGxmwlS8I1DbGPxPKFxhgJEgY8tpYWT/2+TQgrMC/wNK8lw1Shkw7nHbFgze0XG7p+abT64MlpCTnj3Yg0CqGlCXOq+Jz3ZYbgigeD85MFV5muk83mDEuvWcmj3i8qjpSVJgRE1Qbs9fmH7LgMXSewvOrLW4OIzIRFczc+cP7rOfMe9+TJT34Arb+WT17Ys3bmA3j9HzyS1z//w5x8t4/xla9+jrjVom7GVee9jQf88A9x5Q2BAweeitJbYM/2HY2oolFc0DW+oD5GuZGkCS1919z3w71wOJSIK9kiVijiKMPEYfZh96NdmZf2YkPfdUZAE2e+EFpaZKp4GdftcNSpUg1twmR9w2KoDPtmRu4TpIzzK0PgltAazFMnjmzS4xWcV9rZCo1GvCRS39maiUp0kZhs4Ji1J0YDSIhvTK8qNOaKlgqYwgW4A/P0joxiEUGn3rVSA1KBOKqSUkZyQslomiZ2fsdsDAyAleLIUh7mCa4im0raJ0CpikIIxL4fEUeTA7bes/o6QxUlipBZ6Apf+OKl7Nk1w0ngyOYW0ffc/Z53YevM4/mec+7D/3jFO3nLb/w0L/zT83jLx/+eX/q//isbGzfwile+no997CNkjiKuJSTb/6FZsWRgewtZ9Py7f/uvec95rzWOhJsIX04+386r8G98kYQAJBXo8D/BHP47OgAA+GL0XP1Fm9DaIlGlmn+rqrFWhaH/75uWvu+pEspOCvkpZ2Ru0/5ZMyNqNP36rLhmVAuUFA3vLJlGPSFlxFtGR+OgqW0TRyrZZPDOeKM549gp0QolGJRMbj7z+KKzT+tJJWvOzpFSyb7rYtRM8qPiYjWPUTWGKSnRVm/eycIRjVgsMfRKLO2XlBzbC8B7GqxyaJpmgKLC2FscBs9lyDr8LI1wNeJEp2gIala6+jKYFTWxuVrRWaavZQYwHiDWDtuAfsbRcAN713aRVk+GPadxCyts9ktOP/MRLPMWm7Oe62/d4Gdf/O/5nRe8Cpev4gk/9nTWdx/mcx+9gr2nbzDryxBTskl4V7ldOpy0+CJ0pwVGLFKllPsRRgvlsDZCnVAPm1HN0ntP3/dlZgIxK9vLntYpW3IE184Qqdj2QuKR+hxuMCkX50dhNCdQuAn1vVjLcTZUACG7kpWDEvFlYE8yqW+KfIeK0Igz7RhVtmW9kKuANuM10gKexGoGST1Zo7V9klGwNnOH75fEbDDqVN73KOpmIntexIhy2T6jsYJnwywqFWe6rlTzTgQtswvnDPU0VKCueFuncQialCFb35EZ50nWXL4vyUoAtO/xYiS96X4cErj6PMkZf0VtVpP7NasSQ6CnYXtrm9l8RopLPvPFr3Jsuclnv3QZq/2cp//Gn7FMczrX8K7zX8Ta3CEyY+umTU4/+SDtfDeXfu0K9h9/gFNOPoNLLrmU3AgbfeB7n/QfaJtTUN+i5VwYEIAyAhXGrkK550mHPZYll3bcP5sAoIPYlWbLJFMe4U45jweU1KydnZoaVfXRDnYP4klFIliLsmNBuZWIX1+58ApK2yQUMoml5YVUVA4zV1sBVJVDey9SBlvajIPoYWMDUqwTnXOjoqamgTKfxeCj9jBzBDKZBuj7jpQS88J+zuighZ7rIslK9pUgM9HxycLSCZo8olUoTNDiqFSzpPHwD3ROBpTNFGmkWin0ZZCaLJuVbDLKiCDFfq+2wSgHXy7Oa9UrYSj1cyJLx5XXX88XLl6w/4uf4A1v/SizlXU2+wO86qVv5Hvv9VhuO3QVd7rrOvHgKRy+6QgPfuLDuOrvr+RJP77OA84+g+3tA2i7PTz3lCk63VR58vdhzUyyqCnxjqp6mcZ2WirrtMJE66adixBmjk5aNo4eZebm2OxFy2CrGdZmEsZ1AcNBPSLS7PAULxBlSAam6jpVoA4YRPBUFdfUnrsOJvHiWmJSkvN4n4kkJBuvJcVM8JmcFgS/ZIbQ9T0hNBAT2VnFmbwFulwhqllJGomaCeqHQ8xlh4SEprJnVHFiMzNVHbgott+ycQbK/GAwRS+zDLsnDPOcaRZfL7s3uVRJGa0zQybtY5jsyXJWZLvfdTYkWUji6L1nfXWN7c0FD3rIOVx44QUsc89d73o6TdOytbXgy1++goPH7eOHH/QQLr/2JpaLnk9/+iJWfIso3HD9LXTpFhThpptv48jhbQTPou+Zt47jjjvAfHYSTNB+4/f6zVVAvV+1jajl3vxT+v/wHR4AbAA3Qg/H6Gebz02MUXJRy5SU8DgTgSuiXPUxSESlsecUg9aNejuK2+HWVLRpQmtwPYmo9zgSsBwOK3EO3xckgWM4UMEQGXgjnA2vUfvjQApzYIQOWuulGbN7NXaymzm0L2JvNfMpfcvKuMyiSKg/m/iJ4sosJJJCbSspu7PJCSRdIt6RsqcvxDqvwTwDSmm/8JmQ/VABdN2SxjeQrY2TggKp+AX4MtQN1uNPgdCUwWsJoClnmqZB83JglXayi8hRVvJucrqa7M/i+q3rOKFdsLeZc6BTbthewS1v4tpb4fGP+UNmx884827HIc330s1b1tbvx8GDH2ffnX+Ea7ovsupvpmFuMuDeG4PeCS4ENI48jjAQjmQ8EIRh8J1zHGGG4vAxjlmvS0TnabIprybiMEMJEug00cs2M11B8hZRE0483s9IaTl81xVRM+2de2+IHAtKPSSTPcmozSPE4JNDy3NMI4hlv3gZA3oV+7N16JBQ+vOFmJVSolEle1gSkBDwukqUnmYmzCJI25HikmB2cIgENEVijnSpQ2IikUnOYMKxKHVqtyA6T84ekYzQkAoqLVA8GVy1lrTvJaWEnwS1JCNEswbuQe97kmCBDZitnZiLt9tk3+U8gn3EOC2SR3ct54osikvgDpO7ns20TZ8WXHThp4mLHk/guitvZuPwJg5PAG6+cskbr/oAe1Yabjy8zYkrq9y4vc3a+irbXUvfJua5ZyUcYPXAXrYO386eWWLm4Pqjh2nijXz/ve37daXV2ztDlInpc+84G0UM8eaqTpqMcNxv9/qODgCgrK7M6Pt+2JwAoUDc6pdYoZO2YExHwxX54JgraoZSWo/DzdrugZJwpJrh2w/EFXE3AClQONywKKX49onz6JCLldaJM41yVaUZ7KN2QrV8yXwqnrfxYcBWG4ehkHlSJE0CYK4ZeNvS1u9bqweCkd10gt0fguD0gHC1gjEfYBU3yGGn1BNCOXSAlDKmBFTgeb4hx2g6JWJeqwMz1IYjgCGHHMJyOUpa1KwwRbubFeI201tYkxnL1cDr3v37nHWne7C2q+c0OZ5A4rrtdRZs8bLf/gVuO3qY897xYW49NOeL31jwY36bq758I5/7yte59MuX8bCNw1x8xdU8+N5bkD39skNDIIlBO13wOGmGTT9kiFrNWawkjCkOUNsyvjCUzgTeqGRC+X5TmkCQy6Hc9z1hNZC2zERHSzsqxsWY9eZsOUk52AYse6cDwa/OTGymlQfCXZAi9VGCRb3aCqGsXtPevic7NBTvxtca9oIIfR7K4bKWC2HNC1sBJDdImIMmazEBikdCS5tb8C2NtzaPxDz0/rN2JhOSElkdOfeGNusLEZBi6SlWVTjnaJ0j60iAHJA/bpQ7qe0OV/b4UBHUPa31D+NVdanqJexseQ7/lV+cz+eccvIZPOWpT+LN73w7F198MSeeeCJveudf89SnPIm+XxJvvBVtHT/6qB/gU+edx8HjTyfHI/jFgrS1RRtWkG6JZE/sb+KWq2/CAWEWgAU//ayf5h1/8XF27drF9uIY6hxkRVTxpf0rYeLxULf9HbL+f2oA+I4mgp1+4Cx9waN+Y9ic9XI5DdkvMGRpY0lnh3wsmdp44CeT8p1kWfXQrAtgilF2zuHEStwoNoz14r+JfWlagbFsSAa44HBNsrSpdeWU6AJ5XNzlc9TMxWCpYwDs84hzHrIePw6zpmxwx4j9r6qVhmTqTBepSCwY3TxTxfW6iSl8zI5eMON5BLQtGjt26CcRnLQ41xBESA7wDp8hlNesbRQ33WCTQWHfZNbYzQNP/QQ3X/8pkm/YJyfzjosu5+D+wBMfeCcu+NT5vOB3nsFznvI7/NILn8PP/toruNN9z+HSqy+jP7zFoW3hsB5kX9hiGY/jpx/7i+TYjLLGtSXmRiJYDVw1EIzY9XFWodP3rJHs2uFeqvb4wguucuND60wCm3GTTTnKbvYiyaCZhkzpxow0pR0bGkZnKHWzMqAPZUAYBgJZHWYO37ULw33OzmY7Zk9QWi06zsxER835eoiklIhTO00MvZWxATlO8OrMDF7MLEVcwuORnPAxGoxZrB3RE21vlJmWpM6gnuXzx7Qc13Cy17BadbKvdZSeiOUupckCz5P9VPnZ5mcx5rZTd7thS07OjsE0Ku+UolDJJFnwuvf8RzQHUu5YW19nc3OTnDOrDWTn6VNEIrTAiWnJ99z7JD521YLbN5d46Tjjrnfj2PZh9q0ELrnsWh724AfzuMc/lt9+2Wt5zL/+Id78hvdzOF5HE0/ip57weyy3j5HE3mMlHA4Vz/CeJ59l+P76Yf287v0/93+GCCY2wfsMcJ2qPkZE7gS8CdgPXAT8uKp2IjIDXg/cH7gNeLKqfuNbPbeDAgmjlJQj3Cn40Q0ITNvFsncZlBqnX7IFCUHoh155AjRpgU6NN89gfYpmz9KZWqXXyvqtGVMZRKVEX17DOUcHRfd+MtjUiKjgfIOWrFiyIqEgd0SK4qIWESvLSupr4Rxt9mYkkxJtqSzwtrjBsifxEzJSqSKSmKUjjImQhMZkrlXxsTPdG0wqQIGUIq0XerQMO5Uspmlvg/ZI0ohKINOQJAM9mpTMDF/6vskHOtRw484bW1l7Q/mIuYsBNpMInn3tMR5z/1vQB92TP3rnTdx07XV89Lqvc9piPz/hz+ae63eCM+7FlsIZDzubX/3aubzx4+/jAQcdjzznX/KTb/g7ZrMbefDJZ3PwuHVS3mLuTsL5DhFnPfCC8MhOTF4hq1UAfbL7XQK1OhuM2xs0lnfOCsHh48JaSeWwSFISCPUGwU2mckoO7ArHc6y/gZRWWGlMsM9Vw5oUCzx3RKBUUpeWoBUcuOTwbm5yGSmSBrizDH4QIoJ443YE74llVuHxpBQt8JINPQNoNheqnJdDD98eX/aZU9CAEgz1VOGYQBSPSCDT28+xFmRsAxDtvSvkHBBJIB0pNjRZ0L4j+kCfTNVUxRBaIbgSVDNtLqs/W+Vr+20Mkn1qcD6iuSFWyQoFCuQ1eBl+ryKQ6jkwJF55DHQU8UMaj0zOFKcB5SBRA06UE07cx5mnnsnnP/cVVncHfuX5P8Gjn/oMHv7gh3PLrYdpY8TtW+cLN3a0okg26fArvno5bWg46hyNtnz4/M/x0fMuJDHjla95NSvtKczEs/vAfraXC7TIjxhseqJ2Wvc2Y6JgiaPVO4Yo+4cQQ//P1/+OFtBzgUuA3eXvLwF+X1XfJCKvBJ4B/HH5/0OqehcRObc87snf6olFxNoi2LHuKhKmlK2V2AWYUXW5XJUvHpAzVh4mmxxZO0kYomzOydBGQ8AAKWVwJXOJn5T9kz5kzbjumNHXfiKYdINtbFc0YbAuQw6TzCQznPzlNaa1mRYIY55ko9b3LZnLYBySERmxz0UteLiqgciiqkgW6WRPyX4VQtviEVZitqLAKz1LWnUFLlkGf2VIV3XaFUxOAyH1CXJTIyUpYv1iZ0gRUaVm3mBD9o3uMJ07QtxYoLctWT39bsSLr+TwkSOc/u8fwxd+/EK6913AvU7ew+ITn+ANHziPNWasHl3wkP92X37l5sPccsOVrJ22xYUXXsTJJ383f/323+YXn/7nhLQoImV2yEZJuFQ3VPVurt+ZQ7MboIa5SBinmPFFZi4tI5TvxPsSDBRaH3C+sLB70z9yZFbnK5gQtifl3uCkhXWrhezjnaeZ2Xo3xnccEgnnOoP7iSCdGdtXn4e+Lw5aoQRwVSheAzk0E+STGwJLDQZOrF1zR+E1R4UTxqHVU/vsth8FTQXuqZlcLEYTCXK2Klmhw+DQcxLL3BGaBi+ONgdr2aBICHQSCX6VnBoSHVkjjczxOlbBuVTvTmxAjguEsm3stRngo7XqTikOh73z3j6zVpJaebyYblYfx8MfDBGVcmJVWpa6yfLokosu+jwAy6XyGy96Df/pN/8EHy2x2N4VuHxjCSx53vOexx++/BXEnNi9dx+HbrvN7rETzlhf57QT9/HQhz+C0844hef/yh9yZLnAuQ37nsSZjHs920p1BvX7Hl3eVE1uXEuPe5pEfDvX/1IAEJFTgUcDLwJ+Uew0+0HgqeUhfw78GhYAHlf+DPA24BUiIvotelDC6LhU7d5UnAkxqmUoQw8zjSzEpubOIqgbg0BsrLR3zlGRxlFsEDydC+RsrRDVomnudkoH1MdND30Y+4gV6jiiaax0Bzskg/doLAzSYbioOzagXZOS1hqchbAzUuG9AmIeuqoUpJMOJJfp+61oi6ZpaCrJLcwRDx5BA7iYbZgpkBqDtTqNKCv4EjhRZRayDfs0GRQV20yp4q6F4XvK2Ww9hUTMdl+9VyhSCM45lsuem/1t/Ltf/yx3vfvpvPLjX+E/P/YElh0sd+/GXZb4r1f0/Pxz/oJT9jhe94L3cfv2NvdpO/7wpx7H5Tffyj2Oi9z1uNNZf8gZuMOHOXz5e3jTb34/X77k44T1RxQmdKnyfLIedWkVGv4+D0ZBmrthPpFJNn9r3UBoW5kibtQCpXeKaDakSk44WrwobfC0zqMpMguNfa/SFmgqkHbqJtVqct606JCdj/hwzR05LfCARqXFYDFpmYe1UVudfTAfC+89WqXRESASXEDED0PXmrjYDRKUnpSWlgnX/VFbrXV1Fic5ra0csWG/Lz1sXEsWU23Nvi2ooIRrVwl55/rsizSDj6uI1dUlUSgouGF/WEBGPYOahlpilVIBLyQbEHsnwxwwpmjvWWw2WLWdJFsbtAmC6AS23ff0ybGx2OacR38f53/oAnbN5mwvjpCXdgO0F2S2C9Ej5ATBt6TY8WeveiV50bG6ssKxW2+nLeAIzcpVh2/mWL/k4y97NfNWQY9nZWU2oBfFFy7KHQ7ynCOxrNmuK0ZYZUbinCP23bCev93rf7UCeBnwy8B6+fsB4LDqQDm9Fjil/PkU4BoAVY0icqQ8/tbpE4rIs4BnARxcO0jjjXk37WurFvlWjea5mjPzPEL1eu0xbIFDsQFyzpmmwu6ckspwNKiizvqPVW3PDNnLwitWfl6MODbY3DHOCYBv2sDDkKkcBpPPR1eypSo/b4GiiKZNZxFUETKP6HJCWdcRoVKx+RMPYnWOLlXPYh1Yjj57QnE80mAlbqiVBwaOQgT1IGUGIQq9c/ic7EAXG7Clwi2Q0tLA2X1qFTOidx40AgHUHMZUIi5nVFo0iWXhajo+i3yUj3z8Vfj1NS768BVs7d/PSz/1YfbPejYPrXL2uc/gnqfs5vJ2hUO3386yPYpvjuMS1nnEK/6KA6+CX3/B03hYeyNHWeXo6Xfjv7/rQzzm+rM499FrvOX8fXi/SZXPNWPvsi5K0NeU8c0cJJHSfGgXtao7DirV0TENjVh3E6t0co9zDV4C2m6w1mVuOdCweiQS5g6fGhYSidnh8AXrD0mmwnkecgearM8uNrOwjS1IaIb3ltw4yK0M8pSS3WdVJPe4mJHYGFDBe9xsbt+HdnjnLbDXxCNW8yJrRbqcEV2Uw8sTJp4JGZv3qxoEGhGCZps/FGZ6nX2pGBxTxEMxcO9qrCkDXVfaOLFNeE24ZAY11TvYZVtbVpTbPR9UPHNpV3pfpL0nQ16ngNLUREVNLkIry5uSQKoZ/dRWi3eZlXCEg8fv4asXfImZKH23RePWENcj9CxzZNfcczQpXjOORJitsNwy+DfO85M/9Tje976Pcvvho3gfOOf7zuGlL/pVHvqwJ3Fo8xhr84YYMy705JhogV57+hQJ2e60kkiFyFb9ipPa9K7v+5LkjnO7b/f6fx0AROQxwM2q+lkReWj98T/wUP02/m38geqrgFcB3Pm4O+sOhmi5RoLEaIU3ZO5AiAEa+1lM0xLKrpwz0eWiya+mUy+O1o+6IFlK9pcp/IJgLNmc6XMqOiw7mcjTts90/lD/XScHyVRqoe97QqgQrp2VRv1zyraYwOjeVqXoUP4OHcGcIVXXqEoi8uSkZs/nAk1wLLsO56ApcFc7TAxNMcDmir+xE0co8wfNmTD5PrzzBOdJ5d64rLRtIGWYVWnhUAOzYbMjZXhZLRdT4urrvsTaquecBz2QvbfeyhsvvohnP/9pbN5+GZ/70hYXfPpWVtdX2brmJnzbcLe7342rbtzg+BN2s+/gnfnyJV/g37z8b3jZj5zNZ95xHvc96z6s7T2B7dziHryH9AllZYJECuVwitk8ghOJ7LxVTrljVjweTEsmDyJrtVpIZc1Yb760sUJAZGUgPN18+83M9geOP+K56htXc+973ZM+CiuyWoAC4/rodwQZ04bSLEiqlplhML1P6CBfMFNBfdH7l8IF8Y6UF6aHk1PxROgKL8XDsoMh2XEG3y3rZwRElFZmWV/Bt6XHPqmAc0ZDNUeqVYIlJZmRZ1FRN6MAxHgYDO3UnFmiaCPkLOQUcG6VxJKWACkyC521TnGDOmY/Sa5qS8yG3GN7tZqpaLXVNJaYvVe1EY9xGDI+T5M4YzXfcvv13O/e380lX9pEZEZKiQP7V/mlnzmXj/z9Fzlwwom84x1/w8b2Yfa24CUSvTeLVAm8+68/wK23brFn/wG2tpdc8oXLeOwTnsbSO879sX/DR//2y2wdWaOd7ULckojN4US1eGdkI+UVzkXd11Zp2sTTu8oDYIcE+j92/a9UAN8P/GsReRQwx2YALwP2ikgoVcCpwPXl8dcCpwHXilnz7AFu/1YvIMjEjGTcIHdstUxNknPOiK5iNnwdOYdh09aWzfTAo0D3ooHZyK4OiEtAcdYGUQIxmvhcyJlYSVfluVSV5XI5vnc/fglThcLpz9DxMeJSqRZGd7EJUg3nx5aD6qj9UzfyNL4KE7SAjIPhJIkce5YpEV1AiPS9QR0TmZyrLpHBVd0g/WCZRha75yEzaPgo1pP12eTBnJSBL4ITb9adBYnVOputpNJuGQd8ymo746gmPvipT3L/E9bp5/DSP3oDdzk+4+I+Xvqb/4GPv+vdNPMVFv1Rbjl0I7gZl112OemrsGv3OsfvPcjL//zdXNe2vPfSI3Q4rnztx7nLH7+H+z/7rzl5Y/8geZF1XEdVpyaLbXgkkfpRzrjqyUy/a+dq8GtxbvRncM60j2Zzz942c8NN3+B5Tz6VN77n/dx48wd5+s+/jQ+885PEzRlJRhE1a2nU79calKpKKl7IMSWksTVeLTPbtoUS6H3OhMJytbVW2lrZk1JHTAti54rzmWNgVmEHag1EbdOiOYJrRlZxAVeE0FIF0yoYYzkRoBvWGmNmPgS1nEvwGNuFo7+2tSdJGd8rCY+6SJcPIblhS0xnayMHAkLQ7aHCdkMvXEcTNwSNJogIJhsBTHT/pdCLajI28jzqLylKU9bIvJ1x8Zcux9GQdQvvVzl6eMkv/9br+bf/9tF86GPvQ3c5nvXMn+J5v/Bz/NmfvZaNY7fxute9jf37DvK3H/4gb33re/njP3k1G1tHuOvZD+Bz553PgT37eevb/prc7eUHH3JPPv+F60hJSGnTqu8+0RXYr2omVzTV0A5n5EEAmmpb6NuvAP63wEBLBfB8NRTQW4G3T4bAX1TVPxKRnwPupao/U4bAP6qqT/pWz3uX4/6FvvTfvHQHRtfpmHqcAAAgAElEQVR6sjsz6SEbrW5FE9foSBwPfBVcTnRVggHISXds9JiSHf4T4bSabVQcsz244LlzPxhfW+ZRMrqi7x9F0TjSzyuC1/Rmpve+DkTdN1ULqrrDRnIKQ53+vuHqTWe+Bh11S5zz+CisLXo2VwMPXRzhHeue27eO8JCbv87lu8/g9vYk9hDxGRrf0vlEiJGlb5ilTJcjrpmRU49P2QzZEQsGpEEqwmGSG06hd/auErkcHDZ0RqxdpNk0eKIon73mQj52+XnsminHnXg825s3cOvWJmusQRfY1sPsDTO25DiW/e2suEzYdxyHb72Ns+9zPy6++BJmrWMeHAf37+Xr195M6x0Pe+AD+cj5n2Azzvm1p/8Bs7wP10DFxE/vMUPVNx70ds/TTshtGcZ652h94KzNJV8+9QD36Bx35SY+/cU3cpenPQQOX8kz/tubuXFzye3zA+ju23jkgX/F8578izQbjkXe4NDWCosmUc1z6vc2vKdyDTr2IsPQWlUJ5fdSSgOCRdXaEUZ8WSLZ3rMnEZaJ2PXEtiMpiAuoS8UTeoYvr73VznEScC7YQRM8oVeWrjWEVOpBgzmY0RcuQzYznsItEdXBxzbrxCdCxoq9T5GYsylZqsk8yASCPIV24muyowZWEEfDiN6TyT2btkKGQDOpyuMOdvdOJnFNKmfBk/KC13zwVy04iSOTmM1WWGx3zGZwyuknsLG9wU03HWLf2pyUGmSlpe8Sh265mZWVFVof2N7eNqc65+jK/rX205LV9lSObF3N3t2n8SP3fzZIP1lvIy+IifR1XZt9HnkS1c1MRHj7+b/7/5kfwAuAN4nIfwM+B/xp+fmfAm8QkcuxzP/cf/ypig9AgeGJE5Q8DE9rNjcduHrvCa4ZbmCDsW3rIFVJNLkv5LJieD4EE5AgeNUdLZRQUB7LvqMp/Vd1gtNsrNuS1VigsPfRZCE3xurT0o5KKRFzHfgJuaAzrMKxzzteI0sZRraqsYAnEDbq/ME8VsGITtZ3hSxzVrc7DqnnKd7x+81N/P5t53PrsVXO3H8Sf3omXHDeOzhtIzBrDvB9Z38fZx1/FidvJ7a7jn7vnM3lkjaYGJjzAs7kKKIzJUiPbXiH4GOm9cGG5kVfx+dQFnuBB6ZkBCYx3HcLrEiiaYXvf9D9eP5vPp4nPfLX2Lu+5ND1iT1zzwPvfSY/8ohH8du/+wZyXHLw+H0cJXH66ady6WVfRqRlZWVOt7XBN77xdWa79hG7BTddfyWnnXoKl157LaHZhM0WUrCeNGM7sSYZXRrNhqqyojhonLHLYzZlVuccXpRA5tKDK9xla4uH/No9+Pyf/y1f+tAn+ctf/gTfSLdy6NjxHPawZ3GYo8Hx6dv+hpe/+kJe+D+ey/3Ofg5v/x+fYpYyvRT9mZigDPGGVh/QiAzZXhU4zNkG8XXwO1VsXWDqno2fgQeXlI7EmjjSurCijtRHun5B30dW5i19t8TPVrn11ltZbTGHNF+y4dUZc8ncOW1xZTdHXEfsHU2AoN5gyMGzXd5jbWlVPzD13iobTXgtXJRJoMparD4LUg/KZ9GJHr6vUu3lNXJhn8uUmFe1sAxibazeYUcNzzttGdc/T9VAvfe4rPS11TuZH1ilL8ToueqKm6zD4D0aPS5t8S8f+L184IN/w0rTkrqebi6kZOg35zKIo23boTPRtoHZ1gyJCv02YQJ5j7jhXu1IDMRkWEQmn4mR9f3tXv9bAoCqfhT4aPnz14EH/gOPWQBP/Cc+L33cZtllvJsNHyw08+EwbJpmgrYpFUIav0xXCTFNQ5BAkkzK/egkFrsBGplSJOZElyKS4qDq6d2ofVMPi5wzue/xAqFIRc9CW3RhkpnSA9lZnzJrpm0CkZGAM5sb1M++6Kouae+pDobH1zS4KpoHHsPQY/VFY4dx09X/XFhw4OrPc9m+DV5yxgrdnpO5z7m/zPVXXcejH/Q9tNnz1L9/IiLKze5G3v2ld0Gv3HdrweMe8UyOYa2GRMDHsuA8iCai2hwl+9YUShFig+msiyC5tarAGXIjNG4wmgkIc9wwVHd+hd43XPK1K3ncD/0eTVD02Crtvki7ss4jH/+TvPA3f4vGncz6riOc++Qf53f+5DXcestN7N+/l2OHc0ETLYm9oEtowyr3/oEf5o1v/CvaZo1uqayr4CWTfCXTxWLGE8mJgaimOv5dNdnhiukABgHUIKGkxKmbSw7PVvn5B/0YFx25gotzx6w/wm5arncb7Gt64nIPu7tNvi7H0Bsdj/+Z/8ILz7mRXQcex8ZsQVN6/RXaC6DJZCWmMx6rRCetI+uvGSx0su+rbWrWQHDG4t6vHSfuP8A1bJGayAXnnc9yc4MzTzmNM8/8F7zkd1/E0VlkuVyS9RBREp2PtKHh2PIwq05BZqzGE3jxj/8B9EcJ+GJsk1HxzErL1InSZzMvV6yFpdn45ElN78lEGEurU037qhLP/qFrcMXyHspBHZ0f1EcHOKgqzitZDIG2ksd2Zd17lJlFPTfqDKO2kq26ElI1p9cp/r60XAPE7UgbZiziFtubG5ykPV/5+4+zf9cBbrvtFvys5ehim7UVZbEN8/keuhRZLMz058STTuD2W47iXEdcbpL7jMrkrJEIVb2gOPo1TTDGtn0a+99Jx+CfkRx0xsUtHJhEcs1ulkcHi7eFeLxr8Y3DyZy2WafxDmlnuNASZKwQkmTI0DZzgrcI3AZPLEqivgmEmFhRxoHRpPTv08jezLkj5/mwKAfxObFDclqKmtF3LkNEg6AlMcMYLVj0UATgVJIFiWwlXVwUtydhyFJ8HlsXUczQXXUxlrSqhjBRYRFnvPck4dQHfz97mzl/9ba3cvS2I1xyySV88W3v5GtfuYzl4hgb7Qo+elPslMBFu1sedGA/a7pOWw4/EyfOeEn0SZmRTaQvsyObSlK2mjflpOQczjVEHclylkGPpfBsdoxdx47wjJ/8UX74Kd/F4x/zEg5tLNi9p2VxbMHLX/VyG0I2mW0N/OGfvIxj3V526YxH/8gT+Is3vptjRw5x1pmncvTwMW48ssV2Et78P/+SQ0eOsmtXC7pEuwUaAr60cZwq+ExTiDSmB1U8hV3NtiekvtKbd2LzEucCW35OcHDJRseB/gin9ZlDuofYCKss2Ewr3OvO63zm60v8Lse5D7gvH/rQ33LBMeFhBzvrNQ9orEmfV8qhVVomA9xYJocXY/ITmzF7lXLoTQ/Tw43wrD86h62YyLJKEX0mfzmT358Js4xutYWOYmQryZ6+S7TakrLQiod2g+e+9qkcp4GXPOdlZCJ7bz+OFI6yoYKZZBu6blt7tIvghC71VnmlsgfU7C9jdSpwnpiF7NXmUXiy9OZpINDU0KgO5222R6k8yUrWzkiIkskRPA5PlTixQ9vWaZGSqAmUhJJAWXAd9jsQNeLU4KW2JszQx7U9P/vsZ/DKP3gNncAJM+WPX/gs3vW1a3nL695H9lu86oX/gV/+w9fxjj9+BW/967/ihNPP5Hde9hpk0RFyZO3gifTbm+zfPeNnHvMTvPzdf2faYdpDAu8SrSYQR4xK46AX8H3ESZFpkdFJDa2VwP8BFND/kUszrreDLcdx4ONR6AFv3piIx3TX5uRuSeeMIu5DSwizAaEjTbEPTKHYBJYN780gPvYZ8ZhxeTmcchz7ak2xn0wpkbJF6BASZEXDCP/MOaKFjBZTsuOjkH2apkWhVBmJVHwG+lQqgdgTagmco+nSq9KVioecJiJlmWJnQCpDOVSJWQnZs+WUdpn5oQf/IPNT9vLrv/WrsL3gk9deRRDYFCG6xMrKCmvzwLGjR83IuvHMoiMvE60qnTNmq/ceUYevcgSaCqxv7EuO9JWxRRWZ0NmL5k0u/4mYv8KG38v2/CC/8ep38pb3v5q0eRrP/rlHs3vPKbz4v7+Ml/ynF3Dxpz7Nm97yMbrU8UPnPJgPfuwLzNbW+Yu/eAOz+XHc47vuzOUXfwHZ3rbMd2WNtm3Zu74XfG/3jkjOnTGz64GqDR5wUmY45XM5KqJiojs/sEqt4nDi7PCmZdfKjM/fBCt7d9Esi+sWxiJfbB5mpfGcdCjwP9//Qe518l1J3dJE/tyo+1RJV7a2xs0tIogWXfssO9zLgGEAXRE5TswpyjWjtvxKOI7t6FiJ0GVj81q2aIefpEh0hWMiC9A5U1VUEWOMp3SMPXsDKR3lE698LvdevycnP+m59LN15GjHdiuoKLEcSL719LlnJg1KIuoCp0ayEiC5DlUhxZ6586SkKGYen3E2M8ASK0u27IBsBKIDT9XvtzYLeWQNA/Y+kJ2y1YxrNg16YToM30WEZYokP6L4RAExhFHfbyCaBkTd4dkaz3/pa7lis6dFET/jub/zam6JwuOf9u/Z08y5fWub+doJ7Dqw4PRTDnLpZTdz/wd+F1/76pW89W1/yWZape8yuckE8WgRgFPVAQo/z47kGGxqi4NCzY2xlOGfSQDw4ln1K5Zdz3WA4Y3IFuvjxz6Ca+niBiEEevWDVaQUAlYIgegC2TmabIe+RVvdMUOoJSAVg1+E5yjtoNqy8bk3SKRz4DLZ2wYkm3ZOVkH7nuA8uS9SEOKg4PCDEzPZyKYj3xYV0NzKMK9IqsN8ISQZ3JF6XQ6LVkpWU/XUvfc4HAsy19x4MZ+9+mLy1eucdtLJiELTBFovRFlw5NZNdq3M2BbP/e5xOpddeiMnn3Qy199whG8cvp1Dh2/GzzOpwOvEO4IzFJD3nibM8H5G42Tol7feD1IXVMmKenhi7Z7Bt7YMuLyALjM+HmW5olx7vaC95zV/+h6k71j32zz3mb/GWfugT+scIvCZiz7L5vrJ9JtHOOd7z+H8Cy/mC1/8Cvt3rdE1LSsEtO940N1P4auXXcXNnRm5pGQm2gElR3NOi3QkEbwEvDc6vZDN6c01ZCd4EXxoqNLB2RtG3SEQZjQS2Q6Bedzm5luPEdoDnHZGw8Y1PYstYd+p/4Luqi/QHFhnj2ae9PTHccXFc1Yb5Wi/sEPduSJDbMquzklx3hKSH9sUbWjGBMCPPtA+jJDUqiqbyXiX8blhETZp3C4WkshuYQPWYG05AqjMkLxN1oZdseNGHAeajuwLkSwm/Ooctrc4c/0g8dAGD9y1h9t++kJuecWTWVs9ibMe+2Juige51m/TxJbslmz6GUFthuecQ30L/RIXrFJYSdAFaHPCp2gaPK4i8RpjXqcEzQopRfry+esQPAKpSCakEhQ192aSZCcJALEi3pKx8oP39NFc9pZ9T3bgSjspq5K9mgJA06Ep0DRbrB9sueHabdbX59z7XmfxhEffl7O//3t5/i//HhtxHyc1icc9+Qm89vV/ztE+sT4T3v3ed/C8Zz6TH3/Uubz0D16HzANb/QFyA5+46AugKzQHv5sT2EYbT0yZZdoa5NZ9mfm13sb/1hKeWTtVl+ZDkjNo1TT6ZxIAnPPs3bXP/iIjcmeZKjHEDLG1VUMPzIsUQhhx/8PkP/e4ZIbuIp5+maxVUYYrTdMMrRorp8KAX66bagc2X2tmVZjCvZK8M8SPWKug2hwyn7AL01iOajZET+MDKffFw9QRin67SwbdFBFS0bNJKaGpNWPxZC5XmUwceARGfPFJueXwdWjbEfIWX//SZ2lWZtZ/dzP61HLBp97MU572dK65ZYsPf+ZrBLef2688zPF7Gs448QxmNbMviCZ6IWLoC++EBQtjmZasv2kaI9eJBQpTRlZE3SSwluzFA7WV0TbsWlnFNYE7nbqPd7/nd3nog5/JCWu7+KlnPJMPv/ftPOBhD+OKCz7G9Z+/jT3bh/iFn3sOv/4Hb8StNexaa0l5QQiW/R7dPErMc9bCnEuuuY1bNjObvmG1WWEWZuCUpJ3xI7KajEhpBcUi/+C9N6ioGmTSpEHyeNiWjND0quzQaJo93LR+Om3YQo/2LOIqsTmMuMj11x+mmXsuX7SEPvMzv/d6nvOwn2a763GNGwaZIoKE8V5F5/G+oZ0QD10YfQRiHo3gNXWkbBpGuQQUG3ZnINB1HV1XPKkn156VnoN7V7jy/+buzaNtOcs6/887VdUezjn33DnzjDFhMICEIUoQQVAaEBQBbWlsBm1E8QeojZGh/YkioulmEBowhFkZtCEhyJAEkhACCYEMkAmSm9zceTjj3ruq3qH/eN7a+8Rfr2X8rWV3VtdaJ8lZufcMe1e9z/N8n++wdwnv+szbdU49uWK8TxMn+ZlCFOzeN1RlxdHVdU6eVPite/jVVz6cpSfcjXGBrdWnuPZpV3DCb13ELttQ+xKdUoZhYs6LLolWcgFijAQDiVp0LiZiooTAJO/J0iyMTqRUY1XChg2Cp8zf9yniNbTRi1VJVBSZbRZDZkzlXY9WoryPocEaRYqBwoo7AJWdEUZClLAVb1DK8Pgnns/lV16JpqAeWy74z39OWF3hU5/7BiTL0tERygUu+tjHQBusUvgWnvG0FxC14s7//lGBswsYrS/zut/+LW65+Xtc+pXr6Q3grnvuZbJtncImtDWyN0ny+wGs110Wh8bpFmJC24Loxb6kWwjzv0kH8G9+aWMo5+YFj2sF30spMUgdF342xnU++7ETTmRqXGA23qkU8WiUB1UKlhfSTIbfdiZxYWat7KMnZIn1xrEx2hkubJTNCtm8wMqq2M6eoYOTUkroKKIbjSxuOnaPuIQmVA5HFzgoTH+ebhRPKQkfXGmcdqLyVEqSzaaURifwWPQsDAasj8f40DJQPVxREiP0TeLnnvqLzA1Khqnm1DPP4PB4mWbdcP/hJTAti4OShboiFGKLoLwUVGH+yGJRpzYrPBWqCeKIGUXAokyn8nSikk1dZ5uZCtmxMaWE8vkmP3I/T3nC86HZydbNJ/Bn73onT3rEI3n7X3yaP3nFs/j7Kz+NKgb8zp9fjC0qWF3h8suvpKo2c+opx7Lrju+zEGv03ALLk5YzzziVM04KfO3b35ICbS1JJXR2Pk2K6b0TMqVQlvweYxxRiy8LSEiIzhnMtBJ4k0LC20QRFUPV8ojFIffdezcnHHMst99/BIylV1j27ttPSJrFuI4zBckOGCeNq3pYKwZ5072RkntIKYXFioWwzuQDZl0qMLV5IN93HbEBnVltRlCrGD1FUUzFjVp37qeGR55+HO996wU848WvYe+kwjdrXPi2t/Dsl19IiKKRUcjrpLWibj1LbcuaL7ljr+fbTxlzYEXx5F86jY9+/BKe+d5H865Xv4LvxO08/+XvkKk4v8/iW5Rk9xAEMm21QsWKJnnROhpyVGsA1c6eX1+jtMImskBKKMg6Z06XPnfIiHo9qhzzqWS/Uod6mvyllXCU5bk2KJ1DboKormOKRG0IvsWklu07N3Fo6RCnnHIiR4+ssba2zP17RjzhUafyiCecw8Uf/Twq1ky0WKUP+wPGa6sZyqtwBGJboF1iWC5w4MAy737vB1kbrVIOFinLkh07jsHoisA6pAzt6Bm7RzyMEiF4GmFTixgv3zcd8PW/nQX0b3Uprak2baaT43e/qG7zAiTKOC8c6EzlQtwZVRIV4wMskFWSTM5uUlBqqqxTSuFIGx7CDlf00wM5BL9BBzDz1u/8UUDRdtisAkz3tc0MCplK/mU6mKn6Ouqbxdq8tLbttBB1GHTQAcyGxbTN7B/K6Y1iA0ySp6gcQ5tofY1xmrIsqVyRmS4VZ//4WXz7umtJdpFb7trFeBLY2jPo1jNpW/pG0bNN/rmUOERCbs8UYplsUYWe0Vl9wLgyL7aj7FPwdOImRcI3coB1EJBSCqsV4+R5wdPPZ2FnxT984g5uvvNOdAs3fvc+bL/i/Rd/BFNupag9C1s2s7xU0zrN0575TL78T1/nrl13c/qOY1lbP8JNR/fxsN4WBj5x1XdvoWkLVlbWaOqEURbsTJ2tVddBz0ZnmwxWt+i4DtZQWEvSBluIj48EuCgKY+XEMZ7lIyvsOnCEfVQ85qRTuW3vVURb8axfeC5fvvyrmNXIqPE8/OyzqRtFZRS9smAc/QMETTFKCpscThGJr7R04Uho8cOSXYpgvp0oMHbCoNCKOC0agUq1QxnhsQvrJgv0oqeyhj/907ewNFpjkCZs7hn+9sJ3o2movSeoLmw8opJkKYxj4p5ijA+a7+6+nS3Wcd0Hr8eUJd9/1Xe4Xjv2VEvo2IKpKKKijZ6iqJAsAA1uQ9HTCZMjXjvfragjOkqjFlOkkGWa3Dd5enRa6LM2JZrU4qbUWXluDIrWyPNt48wLyuW3OpEIJqFUpHSGkPKfMRAJeK1poidEhTUlu++5F1fOgxlS+Jobvv9D7tq7KjCp6mHqEVuN5sjKEkVhibEn6EVIaO2JMXBo6RBaFRyerHHa6Wdy/4/2UAfNnnv3ctaOWTNk82sxhfuUOIIW2kwJMT756X3cLcnT/y0QkFKGwg0e4NcP4MvOCC0HiqREnLr8Kdmck1WdSSif2jiUSqJ0DbNdwsZhyW6Q5k9HzA5jT0koarHLI56xf8BNDZhcVlhOqXp6RkFTSuGJ089jthMIIeCszZBOx+uWBXVKYlftNWjnMKqgiWk6DZF9fpKaFQUTLBWG+X6Pfn/AxLcoZ1kcDimto3COI5MxN97xfZxr8DGR6ppti4usr64RiAzmF3HRsYmemOiFCFYYEVopYpgJ7+S9ylNAKYXRmEJYGIWC0tA0QrfVYULnYBlTmr4Pi4VmaA2H9uzlox8+Sjk8hGo28bo/ehHX3XQrr3zxy/nelz/NH7/nMlwfYmgZx5peMc9lX/gnfGtwBHw9YVAGti4Yllfgk1/9GorEwsIc42ZErCMaQ9A+O3nOoLOEnupDulxeYwylsThjpXh6sEooyc456gSlTdTaoea3Mlm+h7lyEwd+eDtPPXETn7mvQu/dTd8nVrShKvrcePttpGh5wsk/M6Uys9GeOFOJY4y4clYIZtdsAWyNnhr/hRDEhA0yf17oW9Zm2+huWgizrhFAhZZTTzoWd/0uktKUpab1o2yMl+HKJFOAj4HQehYXFpiMNLt1YI8x9LQj6sikDSz0h+xPGl/XFFWfFC3KKpwqhBIdMpmCZtoAdL/7xgWtTx5ti+l97WOBNirnCgjVuMkkiRgjZd4XiluwULHbtkWnzqH3gRGSs33ijMUWmUx/HqMg6sCygrNPOplvfeMbvOe/voU3vuXPedgZp/HGP/xNfvM//SE33fo/OOmEJxGVxIBed93/4OOf+gfe+s6P0I5ajCrQVhFTg9IFyUdcT9OGyK677sQnzbiu2bZzh5BFNkDORm/Yn+W9k0pME+FsdqdVWotSGx5wVv5L10O6AEhH09J1NlPBTuxGIgkySSSim6lnY6bGYQ1KVegyh0937pTZLEtuFj/7uhlGkaLSVd42OzaIGRXdgTH9tyPo2XIY1XX1M2OuWQVXGeeX1a4uiiknGSLKOpTaMBXE2fRRIEwGEtJZx86+QJFCoBW2IApFGw3GWIZlDzUsufveXRxdX+WkbduZ7w0oigJtHLt330OVHDol/sOLnstnLv0S0RbM9fuMfMIXFRNbolWQ8HRToNFUesaZFvhqtifxU+2FQSI8FCZCz2U9hpFFZbCBqGf+/HapRxsKrrjmZqIucK5kLa7xVxd+muXVZcq0ie9c8SUW5regTaBSBbbsMRqN2LRpE+trntNO3cGRO27nCA29bYu4uuTMs87llttuY80b+gitLgXx/tdZcOMzyyegMdOFdSSohG9bJhkWUBMorcVpS2UrTCvFQVHidGBOaV757PP4m89eyo5jjuXWe3ehi5Y96yvUNuJbTWojqqpIjZqa9KGTKG6nTcfscJ4lYj3QE6u7twwQlRz8xs5caTce8DE2oinonHB9eMD7d+y2zbz4l57H57/5Q+69f4XRaMLffPYLXHLmC4i+FggvX0WvYhzWabzHm4AwPC1rbZjuL0bB41NLUAXGFagoRopSjCzJ5O+/4ev+c+56Sgnd5V3nZ8AVkrynillRMHmnJqriKHbUBoySyVWbYvq1fY6U9N4TtULnScN09MmU0LqYFaUYMRaGBm69/gZ6WnPBG95GmzR33L6Ll73kD/CV5eyTfiGLC8f4AZzymJ/H6QJVOUw54fwnPIarb7iJ8857DFd89Vucdvp2RqsjTt72MF708hdx4dv/GuUMIUW5n7R94HuY7XCCFpBHo0iqMwmcvRaddfi/BgJ68KXi/8g1gxm0tjnbFZwWpkQg0QQJofY+4H2gaVpCSEwmDSHMrH4FfxRb35gM2jiscxSDgnLYx/WG6HIObQqs7cRlEZXE8sDEFscEl8aUcYxLY4EOtARxFNZRmRJXKFyhMIXDOem2C+folwU9q+lZzaCw9KymTEw/TEoyyYQGkwKWiNEBa+TfqECIjXy0s4/YtsRWFtw6+czLr2nbCVVVsWV+jmQ1A1uxddMCm+cX2LJlG5uqAc1ozFLbsv344zn+5LMYj8cwqVlbW6Nt1ilcfkCMI1l5/VVh8UVJciUUFcmVBOemH7oo0VY88p3toU2JsvKhXYV2lmQ1qnK4osRVFa7fp98r8SlQxCE33PRxDC0nH38sRQ8e8agzeMTDz+D85z6V9fXDRBV5/M8+jlNPGvK0p/80p59xArYYsefee9l24gk8fPtJpL1HCbrm6NE9DCrFoIQ5Y9miYeAc89ZQxUCfRKUCNjW4MMHECTDBKk+pRIHbU2CTOFSGPD22fkLra+rgGfmGiQ+MtOL9H/8UOhV87bYfsW8t4pxifHQEdUutLDuY8Laf+0k2lRo/sIyrPGkg3V1hLIOeY9BzDPsFVdGjKnr0XEFlHaWxGKMwRmGtxmmFVeC0olc4KmfpFY6ydBSFxTiLsQpNIoxWCV5N2W7dQTdemvCJD7+fvQfXiMngJ/DyX3wuKCc7HTq4CXzdTFXx4umUVbkqMfINq22DLgoSVrD9BBBROqLILp95andJ3EaJUUHtMnwAACAASURBVBoFpR/wUbqC0hX0yopeWcmzZAustlhtccaRDNJI6IQuFKbUmFKUts7JM1iWpXxuS4x2lEWPftlnrj9Hv+zT7w+pqj5V1aesHGXlcIXB9i2FUizMz/P8Z/8Mc5vmeceFf8z27QPOfNhpfOiTf0Xlhrz5z1+LdvBnb3kDv/z0Z7IwGMjUHiOnnnQi/3jJ32FUYr5YxIfIrt37OHhonR/cdgdv+aM/RqeC1ZVDHFk9woIbUBYFZVFQleX0oywK+raishWFLSmNfGilsvZBoVWafjzY6yE+AcjSaWNnFILHaYmkgyIzHiKdPL7rqKwtHlBFp8tircV6VUPTTNBe4X2L1gFNyIshhTIlKSgKJ9pEnUq0H4lNdJQlogRbJAIFyspSzeiYk6e8OIp2dgIpIMZdWQmMkjSvrAOwCLe8SAkfPZ4E0RPzBKFgGoRj1MztqOv8SeDbbDHRJrQOVM6x0O+zffMixdaCxf4CJ+w8EdevcErzhMc/lh/efiU/9bjTePNb3si2bdvQCwOW9+7j0U98LC5BHwmn19pgrZLFafRoDLFtBb5ICpN59RLqlKYBM0DutnTeUQgMkBRZViYiH1sWFFVJHDe8+IW/h7NDXvHK3+D1r7uA0eoKf/jt9/HONzyP/vw2fPQ86eytfPGqmvuv/SbrazVKGbYdt5X9hw5ThJH4wOPYvWc3i1u2cvDwEYb9kqEvKfAQNTHTVFWKpKSxMRKMohbiISEGCSFRDvKUM0kyDWkDKQaUFwitMJ6+X+Udv/efeNOHP04dFxi1iRgSN+8/TNQJ62vudXO89VOfwy7+GEVS4AOVdaKYdm4KLYEcuv1CP5B+bMw0GCVGsTDvpssmdHjwTEzWEDORwZPszEKiKwLee/aOGl5w7pPxl34SYy39wnLuOY/h8tvvhKSYpFmXbYoZBbWNLYWxFFZiEV1ZgNasrq8LPKUdhU6E5IXamhfbncV1CAFnnGyp08w5tDN57J7njtDhp66sM28mhaGN8pwlZpTJxAMn75QLTup4/TY7/7pMxsiai6hmE4dXARUCjZ/w1auvZW15hdf/P3/CWtMyWg+85Pmv4+A48KY3vp22ifznC97GoJjgygERRfCRe+5Z5swzzsH6wNcv/ypGa3qDeVQ7oTfsMVmrWV9dperPszi/hWN2HEutVphMJllH1Ex/ts48cuMkuJEII+fl/wEriH+7S9R9QsuUI68oClQwGCsdSTdGZ2ZcZsx0wp3w/xmLlFKUpSNGT1mWEgSRWhKeHlqUdUmL7Uo0AvuoiI4Rn3nWji6sOodUaImhbHxAxyC2Em2QMBofaELAZMvZPKXTNn66wwBIjeSjqpTwKcyYF/lBScxCccIGnDCSFcJKYZRwp5XRKK3ZvDBg03CAn0xIqeG0k07l2K3HMvYNTTNhpNf45vVzfPTjX+aMk09l/5FdnHfe47j5yiX27b2f3qmaoSumC0pFlgQjh4wtLEoJ3i8PoyIgdEGj9dQAbKPHCmisdaK8VnrKmCp6FbVv2bl9G/fdr0lmH29+839h0F9gafkIW+cNb/3gpfh6SOsn/MFfXoxjE8EbTj3tRNZHS+y+fy99p0nzmzHNGhp430c+xKc/8w985fLLWe/1Ya0guRZ8O31wSgUORag8pTb0Q9aYaENCU2xgcSU0UYmfvrL5vjQ1OmkGvSEX/PUHWVIrXPDSl/HGiz9BZSy10xy7+RgOHNzHwvoyL3raM7noxjuwaAptp/ba1uYgoQ1wTywdxEhpqumBlpLCt5JzobPtiWDkQQJpWsk2EOhDE1NDmijaUkzGdHcfdS66NExcoNhUMVpq6A1LfvWlL+GCj7y+8xicXkqp6Z4kGYkiXV1fFy79ZIInsHnTZrGTaMWY0OiOxJbtyzPTrcsviKjpPdbdL13z0JEntLXgPcaoDB3mEyJJcE6XET5l6W0oAF0xbNMsuCaohC4ElixjZ/miZxRlIOhInNSMD3sWdszz8FPmeP4znsIl3/4u37zuJhZKGFQl48kqbQNnHrOZF/3Ss3nfxR9nvjdkz9p+mrZk/74jlLFgQk1RzbG0vM6cLlitA20ao2Lk+NOO57bbbkElhbMF5ZzkUWgTp1YXvt2wJ+lgKjXbRW60s3iw10O+ALhOmGM6TrkC3WF2EWNnmGi36AFZkstCbBZ43V1GJ2Jopx4+SjlSssL5T1YYCqZFKelsjNJE7zGtsFnGoSGkQAwtybdT/58u9rFt66ltRAiBJublXBBzuxSidETMFreORhat2SJYd/8MCROFVdSxgYwrsZmxoo2wczaaQintScDmfp/jtm5j0Cvp9QYcd8xOdm7bKoUlrPOXf/tZVGaDnPvEx3PJ136EXz7IMY3mtuXD9JRFWZHaaK3xndtkNCgl3a21BSl1pnYbFsNKIC35810YPCgl5n5RizmY0ZakRfavNezZe5AWg7PzjEZrWDth0B8wWh9TeEVS64LrNj1gQN2sc9cd92OsxjrNzzzzKXzl8itIRUHwY666/Ot8+jOfZjC/SAoRXWqSqkimEtsOrRilLgRF3FBREVSFVorKOJJGlm1KoXSiSkIe6B5Eox1eQ92s8OxnPJ2/v/qr/OmnPkUKLRPjSLZkdW0Znyz0dvD+K69i85bjaHRNX2vmkhEdR2HRMS/78kHoIyilxTsH8sYr4YwihEgwmiZ4oVdGP10G2y4SMsjfN06BlsM4Zd2D2C8o5rTmW9fciD98GHSPEAOvf/3rxbbDR7SaHc7NpCZFz2DQYzKWw8erAFphC4eOEm4SQkKZiMtTeFQJks2Z1+KSGzNxQkcR5BVViTKawpbT7yc7GqFruyZPQ2mDzicf8tNMijCjfXeeXSFPECp5Qi4MM4M1j8/Ftm3bKZkCoFERlyINlrWVJb5/OHDTuz6GrgqMKakD1L7GFVAszDNSy1zy3as56BtiHaGBhbmW//Abv8EHP/B3nP3wM7n22pv46Sc+grt/dC8f/OD7+Pyln+Mb197Kvl330ysWSXGdpp3IWZB/h42/kxz6aloYZVpCImG73WE7cwj9l66HdAFQICpFABVyN+wF5og5/KCzHhDqwIaH0sy2/DBN+VFK4ZsWBbR1LcHgMOtqyOMxiZgfoiaPn12GrOgDAjF4CEH8Q7JNQ9u22X9dbm6ZSDTeS4pUd+N2ghUQtpJRHWU1UWqL8wljySIYTYoNRSEVXszIgkAo3YOQiyIJTAyYss+WhU3s3L6DHVu2MmmkezrmWGEatJOj/N5rfptPf/pDvOiFv8oHPnAR/Xg8N3znu5Q0/MRZj6dyClVHUcdGnyPjoUsaI7XENucy5LF9400qqkyTaZKa2FFFhc2OySyOzo++gz+W1o6yY7gV7+00c9dYMZPzIbE6XmJhriJmQVC/38c6Qz1p+PI/fYNJWzM/N89kMuHd73s/23cchw8TdGhwuhIYy1iUkTzcYTRoo6kzbTf5IKE1MbKmoEiKXlnl7jXSoijSbBQPyBK/6m3lKzdcQQwwtH1+YrGmLBRLm47llrtvR+mSFW3RbsjyeB2nLFVZYNqaoESVqpNYF2itUUF18VfTQ0mYZImmaTLLzc4gwhTFUyqK8DFE0MpgjcUYjer1pwfKRvZNr1fyRxf8Zz55yQuJQexH3v6mP+ELz34zJiiaDN2EEJjftMDy8iqt1/T6C4wnKyhlsLZgMplgi4LGS17yXNlj0O/Lz95KBGpKYmnRQX/d75aUWIMbY8T5VP6H7CAU2KRJmTRh09QwNcNDop9pVMrQboOKiRgynOPF4iOqhpgbNZnsFYRAqzrmzMwcriNsqBDYtr3PEx57Cld8+Wa8G6KaVui5qsTqmqOru9iy+XTO3nkM5z75fH5w3S34pkeb+qRo+Pznvkg9Utxz590sDrZww/V3EKPm+c97KYOBoo0Vjzz7bL53652QgtA80ZKQZuReNcZIbGt3xulZkZs9c7NC8WCvh3QBAKYqU53pUM6Iza02otxTuTNOoZNIzwI0uioJ+WFFrIjpOgDETE3GxwhNTQg1MQXBFZMTVaKT5WfoRkxmD2MiT8l5mUXyKCI2M4NkJIdx26CcIQZFSyQo0Bne0k5hkyzMSvoyLutEUJL2o43BeAklV0oRw4S+K2nblr7JN6+tpm++NZ46eU4+4QSO2bETpRTH7TyG004/hR07tmG1wU/G7P7GFey/f4V3/vWH0KpiZbKb1/7ub/Khiz7OEZ+IeHp6RMBlxkTGIHMfqhCpuo6B4EWz4DdQ2MT+3wpM5qG1ChNzfGDGvY2ToJ2uAAOcdsqJHDpwkKpX0bYtk7pmcdOA0dgTgmZxfpFJcxSnBzzlZ57Idd+6RlS7xhGCJCetLK/J4q/os7Za4/0qloJSVQLZpVak9EYTSksbIwPt0FYTiuwEGSXxKqiEmnqxi9tly8x9Ft0ClqhLVkcltU6MYsMP/TxHVhJ65W62bNnCwSOr6HYJY51YP2AgeIgtbYI6CW99432c6MLame4B6jTLuOgst5VS6JTtTwCVDwOBNZIUhDA7/DcWgAP7j/KOv/xvWFPQtpow8vSO2UbrtOxDwsyJc30yxkdpzCJjIo5Bv2J5dRmr7YasXfk7C8M5KVSFJ3ViNw1NCtNmSCmF8lnRW09oqaeNVkqJJgZJ68oTc0izRqwL4ul+7+Q9JsacPte5q8ozLyZ1gcJplM+On85Rp074KVx7yGeKDzSTCU2d+NqXf0RVLqDrdYxRrFqH8g22GFKWJxGqIXfsH/PVv/o4QQ0JbkyJwpUFDz/7kawcvZrn/crP8o+fuZKtO85k9547+eUX/ALfuOJqDq9Y7tnzQx577qMpjIa8xzSoaUxtikJhT93OT4k9eWyzQ6rW0wLA/y0FQCtFkSGemClk0OXR5uzOKB45rtTTm6LjLQsWmGXiweObLtB6JumP2VZC6GOKGAXf1iiSr0UJ2rakoNAb1L86ZcFGSqTQiC1FbCghL6nAK0NrFDoFnLK0waO0uE3KjmI26qoUs/ovQ1UGLEbsJNCgIkaLva5JCpVaek6jTPfQB8gc/SIVWG3Ydsw2tp9xPM4q9u/dzamnn4bbPI9xjuHho3zhC5fQNAVn/vhWdu4wmFjxve8eYH19G8u7dlE+0uGaAZWZ0WO7TklT5LSGbkyVm86mFlEziyI9aREfoS06WqIR2qhSctg1IWBsSVX2KdIqv/7cX+Tfv+YXedYzfp3NWwdc8ZVP8BfveA//9PXv8Yyffgrvv+hvwa9z/pNO48abDrN0eB/NaA3rNNYtcPrDTuFxjzuLj1z8j4Q20B/Msba+wnC4wNymBYpRjxhFdDS1/dUSYpJSgJj7ea2oykL+X0oiVMpTjlKKkNtXMXArxS8oBFTVsC16fu2Xf4kLL/o4quqRQqLX62HUMsr00cpQoHDBUwbwhaHCUmXqcLfsDCGIz1SIAjd28I6fBYF3gi5jdLY/znbbWWVttMHoiFYVUYsYUqGInQguKRa2bKU+vA+SoSjGTAK89IUvwcQS60Uh371Wk7FMHsPhkNFogjGG9cmYqteXSdbMGi4fFaXLOhZvoZUDvY2BQilSnkZikAO+s4vuoIxOl+Po9DgSytSS0NnLq7tSSqiYhFiqdfYRkmLhMzxqKIh5wm/NrIiIcaPoclTrp6pbVENZOgLLPOffPZnPXfY1QqpoSdhG3EGb0NB3PRoSBw4cxJkt6DYyDGAKx/p6yec+90WGc9v4m3f/A5s37eSHP7iTRic+97eXcbgdUdoBjz73ydx41ZWc+6x/Rz97+9Rtizad8R+E6Kl9w971Q9x9+82c94wn4pYG+b3x+JwB8a9YATy0CwDMJgCUGHSBKORSFkJgEkaJLUEiobRE/PkclOyTp/WeJnhCyG+4no1JRm9QhKIEu7YGHYxY1UZP9AGXDG30U2wWHwTbzrRtBThjpbjkrb2OERNEZYhVNKrbV2ScMU8UVotxnCQOzbo/iyKFSKEVKNAUOSLTSmenNEF1HeJs+VOZkgD0Fxcod25GFw6bJiSj0cMeSSvsMPLYxz+Ke+67iT99+1v4s//3z/jB9XtZr7/JYAD1JFIZx6AwqGl494w+aFKcujQGArrovGyK2WSglTyMSeakqGYPrVKKoDSl0pkuWENKfOvb1/Pecz/J9i3Hc9+uQzzqET/N0moi9UsO3rMfZ+bZsm2eb337DgbD07n77rs5++yz2X9gL4eOeG6+6TZu+t6NWD0A4KyzzuLmW74nQiFnKJ0hBqY+UKAE2iNNXVZBlpZFjNPOX2DBDelziO+QsgZtS5KBwgSCGnA0lHzqki8j6ueA0YoDe/cBUBtx6BQ7hDZ7DkVhWMl3wgoFnRA6jFsRIply7EhO7i9jDKRZHGVnH9E5ggJZkxExuoL+7F7ZuEw8Eia88sXP5zPf/zD6UE1hIhddehknn/3cqbq8u/qDkqZpWB+tQrLT7y2isZlo0lqLcQZLRCvZWYCWMCCkSWrbFmcMUUmXr7pMx449Frugo45EUDzAn0uaPSmWbTvbxQH4kKc1o2noWEeixJdvkVPfjMLmr5+SUCi7e8CqRJh4qrSZL3zhelLsAzN31rjhmVtsJ3z23X/Bz//2H6NtzbOeeg4/vOcebro/UDnLTz7xkdxww7dZXjmA0iVewxEadLQ0bc11V3+FY+dh2/wQW1mcc7LXyb9TWZYcObSPQ5MVPnTZOznvsU/gnR99F+981UXTbIHKlPjQTJmGD+Z6SBcArRXFIItBmCn40j/DMFNscD7SBC8WqklGY63AJsGwe9aSMLQxMGlkjG1ihOAySuRRSfzrm5CTq4iY0qJKi2/a3M2CTwGcqEWdNhg1LxAVgPf4toa2IUxqrPKkzDjpOl+QEbP0OSavaVBFvkk3sJaKGLKSOKJNwtkSrS0oO51glJbC0z2jRmkqHUnBsHXHTuKwjw2OR557Hk3yOGOodcmepRUGKTA+tM7LfuNVLO0tIAxZGMKa3sO5P/ZY5hd6bG36sguJGY/FiCbDN8JA0qBVnBagDtcFMLrAB4exUWhxuKk3u1ISJxmUqEu3DRdxehs/uGdEf67P/uXd3Hnn97jsC1/m+9+/HZoRZz/qp3ntBa/i/gNLvPo1r+K/vuNidmw9gR/cvgftVqh6c4RQMqk16AqlLDfccANVz7I+WkbFQBWDOImTxNrY+5yvbGU531FWkxzcM3KBFkw4JUg6KzIl5N6mCSo5jB9x/k+exEe/cBW/8xM/wV8euA9VB2oGFNGjSsOmtYO88PzzuO/+g+hqnk39ilWfpkpyefMDOkRKa4md33tR0dFAEx6XKaNauem9kPAzDLuScHpUwNqCGBRjNUKXJYw84s4j9GlDzbsv/O+srdW0tSX1G674u08QrcbWiUlHuQHqxuODwtiCEBL94YDJZELtG/q9Pkop2QVYTetrqh2bhVTRtKLWR+zW7YZwcwDf1iijs9GjnSnu0+xAVt0ydIMHfiJMtT4+2z90f7c7L1pmLKmpEy3tFGLqjkHvvWQva6Fx912JGVrWRktYMyDEDJ/FLiXMUlSWehJZjWNe9ua3oUrH6nrNZ79+KyYJa7BRFd/4ylVQWJJxWMa8egTvoUcYQKEMz37KeVz03g/zgTd+jMHiGSjt0W1D0hLINJmMKHYErrn0H3DlMtff+E3OeeS5vOndv8PY1TS+wM0HRuNl4urSgz5jH9IFIEZPvbaUcdYNXa6XuSBS07btFCeeNLXg6/mmSSmRQjuDhpKllSOckCAphy8gektKGoMh5Q4qBOGqN74V508UmllgOzGikmCZljYLsoXolmJAqYguILVQdRGNWmFjjiC0lqgbtJYuDS386i4oHSC5cmpX4Iwi+IQrKgo9s602hUMbg3M9jHPSGekKbRV+bo5kDIfqFb7/1ct49vOfw8IxDX59lbUjDVdedRvWHk+TDvPzz3kU9x26nb/4L3/Nb77s5ew8ZgeDhQWqegFlDU4bgeFMIThp1xRaiaLsDvWO8gngfaRIAZsT1WKeaKb4dWDK8NCmRemG/hwcWmowZsBPPPxnWV07jDaR973nQl79u69H6XmCh4vffwmpHXB0eR8oTYoVw/l5Dh48KO6jKgmUaizeN2zbvgVrzdRKWUpZtuRGltXazXD9LlbzgX772TJcWZm+knjQ++RReQd167XfZ3s1T1EqNvV6xOQYt54tW7ex58ghDlDxwSuvo18u8OhHK3xs0VZTGDfDslWSDFqdvTCVnf5cUgTEikKM4Ny0847WTbv6GCMph6T4pkVrR4wTUb6riM4YsjGGubLHyVsXufKmW3BuiNOOi9/3Adp6gJebenZPhoiJDW3SLCwscvjwYVJKLMwvAFDXNUVRSOThZMyOHdukaGph0vmmlWLXzpT9MsmIgaAwd2SiCCGgg+yHZHGb752Nv2OSacd7j/IenRTKzOiQIQRKJRYRbfBEnQ0fme0Yuj1hSomoc2Ek4JPoFHq9Hm3zQIV1CIFeP3HciX36/T53/MDzmjf8EYf33cXapOHVr/9DTj72YSwMSv7ji5/Fo84/jxtvup1PfvIfGQwLPnbHPSyqwFKr8NHz4c9/ic9etpOqN4dzjtF4hRiFLdU0gaIwqFhiFZSmT5tW+c7NX0I7RaMcz/yFX+Oi972Lh511JqPRDKr+l66HdgHwntUD9095wd2hrnO4cpc76r0neCkEPgYmkwlN0+SHYMbGcU4KSfStcJHRObxIFlcBRZievxnvNbLuDKqYHgJdOETni9OaiPZRMM7YYvD4CKUz2A4KQnYzOh/o0qnNBD8pO06qjfznFFFB/p2CZtAbYLSoG40x9Pt9VNUDa+jNDVDOQmExRCgKvnbNNTz5lOdx6523U6+NeMZznoG1lmYUqU3LYFPFaHKQ5/7cz7D73vu5+frdPOvZv0VfL/CFyy7jTc96PQvtVlojiU7KqMzYERaCNmYaQ+gyFKDMhvE9elSj0FFot6mtp6ImnRJqIpGHKpFH+sSTzz+H2+/axb69R1lbbRgM5mj9iFe+6jUED/3egETNoUPLbNm8lc1bj2E4HHLnnXdy6NARUS0Hed/bULNl+w4e/ZhHcs03rmTn1kWqg4qSzLUPUsSD9qQk6vIO0kh5mb0xlKWbcBQGncDZAuscsVD0Wo1xltf92vP4/Y9dxkd+dA9PP2UT37k/0CzA+qTG2ZJNylDMzWFajapbUmnoV6XkUKturwAqU2e1nvnWeN9kJpzOvvZZd9KZBfqZaEqpLjBIJpY2jmmRAoBi6uCakuhGXv6KV3DNPe/kh3fuJaYxH7r2Bk47+zlMVlZo1UxA1rQ1P37K8dyx+zDr6+v46JkfCuNq2pQY8X5y2tG0I4iBiMFEeWaMy3ukLP4St06NiuAntew/8kTkg7zuzjmBZ8lWCKnLB5kJQMtSWEJthn+l6YvoNEJlsLJzAMVYksnL9ShNYtu2xDbJMhWBiTofoW6q6IKArLU85jGP5uDh3dxy011U5Tyve/0bMNkw8cL/dhE+JdbrwEV/9znMZz6PkAYTK3sjSUtiX/KeoKFSCR9gtL5K6o7l5EBFCiw0EFRNAHQU2/hC9xhPoDe/ie/edDv9YckP7rqD43ccA6P1B3XGPqQLgAIqKwlbzoPP3f2kXcV7T1PPxj9hF0j+rk+Aj6SmlWCWXLWbnEerlEUFj40NUXlpZluhV3adg8LRqIRJlpgSuAZCICiFTwajhDnSiTHKaDBeYbXgdv0YCS2Z+ph51MZM+eTC3Jl5wKds0FV0FspKWEFKyQholMPZkqoakgYlyllSVVBWlSgpjaaNHtVGrrnrCv7ikk9y9MgyR9/4B1hj6A3npOv2DY8951S+fv0tOJdQo4pLvnAttpxneVIxV1aM/AonnHACetMCNBXGJKLV2W/GEp1GZS+bUosRXWgFlgiIPwsxIfIqT0zZnthZyDCGaB40OojX/NxcSexHzn3s41nYfAyf//ylPOnJj+JXXvxMPvuZz3P+k59IVSzyutf+sQhlCkfTeH541y42b9kkD79vCT7hY43VBVU5ZHVpzBcvvYJNmw0qeapUEkqZBsm5C1U2d4s5PKhT4k6bDhXk5w2d+hSSUzgnFNUYLLURNtT1X7+GfXov5W7H5ZMljvaGPNpZ9hvLESVxmvV4nYIeBQanIjFTJKf7FRWmWLX3kei97CQyRl5qTWgz6yrO2FNRW5wWGmWTWnSKmFaiLqWotSTnsHVDm5fBSmkUhne+553cc+edjAuHt5Hf//Vnsra6iomJThmlE2jTsrznMCthhe3FPHbQQ6yzFaPxOs6WU8y6X1SoKMl7CVGJex+wUaGsRSWZhlUu2D54sTHQEVN0jKGZPXr3jMw0N7KXAqF5S663LJXltVSUtpg2iTZ1EFGiDjVA3h1kny6lsAasFbjNa4/WBmf7tHVLTJJ/Udc1xhiuufp6er0eKfSoG9EAGVdy1llnceutt6LGk6zQh81ziyytr9K0tWiaIiTlxTY+MT0jEkzfe9QMIpOraw7znki3zM0vcMtN38X1Ki66+BO87CUvYmFhM+tLhx/UGfvQLgAKCitxj8pYdMhmSI0i2YIJY2oC43HDqK2p25Y2eNBmA4tCT8fnImpUFMGXcLozZJMEO7dJaGAxRIIa0U8a2z1gLbPlipGFZic0IWVhk7F0IHhEobTJGoT8RkZRT2ZmN8QNsu4UpiIqm2XNJn8P6UIVrjCgGkwruLsNCijQWnj4VVWSFBwYLbFn5RCeyPr6OlsWNtG3JW3wBK34yrXX4VOkKrfQrxTvuPCNzC0aXvObr+WFL30e73rn+1haKpg7bidJV9AEilbYVE3dYiYtXunMOff42GKVJvkWDXijCKXCa40aWogWkxTOS8CGrxuiF5m9b1qs1vQOWBarAe9573s5cHhCURR89zs3881rr6ZpItddcyvD4ZCFhTlGozXq2jMYzDEYKpaWlkgpcdxxi+zdc3i6AHXOsbJ+hrgzRAAAIABJREFUlH6/T9tOmC9L5oylznbhU9iKWhb5SlxdVVQoU03f31Rkf6hu0Y0l5L1HDAEdGpLWVCpy/cGD2NYxcQWP3Vayc34bX7x7H8NtPeoDIwZFRTCaWgdcESljTSPec6ClyEaFQIxKoUjoFHFmtmDVEZkKY5pSIwFUXaPygrhwGmUNRVninEzMPVfhmkibYZ1ORT9aG3HOk87l0hv2sDZpmJvrc8pJZ1KVt9Ouj0GJeWHQMGSOsGWeV57zVD7xxcvk++Zp+cdOfxh79x9gaXWJXq/HeDRBhQbGXsJdIhAikymZQ7wsow/4fAjLjs9P1a8pu+V2zw8IicI5k6HEkJelMo0bp1GFIbQeq8TqQsgakWjJRbvAjWtRzlblA/I6usQ6pRTjlETuQkOILWXZYzIZMTc3N7VqGI3WKMty+jOMx2Ouv/56+XmmFHbNkeUV2hgIKNwGh8/OYf3/z2WMwfcdi9s309aeX3/Jizh89Ajved97eO4znvagvsZDugCQEm09yVDOitS/mEiqc+wMFDoSjQStFBHGeXwUHnAgtJmpkhJN131aIEgXD8I0MlpLRe5odN5TC7FCFr1JTZkgLrQyQnpPYQzECTFqeUIQfw4dlLBeAEVmLyQx9ZVRUnYOU9GJ1WitMBv8PjqoyBmDKgqcsxib0KVFlxblJMQ6eukgSVoso7ViUo8orCSA9asePQwmwSQ53OYtLOjES//9r/G+v/0EH7j4M9x2822srBv+8sJ30afP4rahsJOsFZaVjei6xfQN0YkiOvoITcAWGt+0RO/RrXR0BoUpClRhMWVJMprQU0wMaHpZG+DRQeirRbOV5eVlrv7Kl3jtG17P16+6iuO3nUhV7mDXvXdzzjmP4qabbqGeeBY3z6NVj+WlESedcjznP/ln+dCHPszBfS1G9Wn9GGsNo9EIrQqCtxAcC4vzzLeWxjTg43QhqLtOVG14OP14urinXUMbUZqSJLuh05XIUtgAiXblEPesTJhfO8qzzv8pLrvxRg4fqnnqGadx1Q9uRTmLx6A8nLx9C4mGopkIrKQURhmSF1abzveqskIbDrHFKHKXnG3MNxxWAJSaYBLaWvRcD9MraYcOsilaB+XFHIDeXZs3b+VX/uPL+atPf4Owvoe6jvzWq1/B2/7+d1C6xSRDqxJBwbMe9yg+e923+PSXvsjYT9jcX8D7yObNm9l1990kY1kYLjAYDDi8fIBysSJQYlQQmDNGqukCKUeHZnSmEzWSPY1ijOhWuv2maR6wPxKIBwqnATct5l2x0KXsS3q9TVOWTGcDH0Ig9Is8TUj82PTvK9AZSuq7CrSl9eui/K1rtNaMx+MpvKYUNO0ElTSbN29m38ED9Ho9+Rl9oN/vs7CwwL4DB/EJfEgzQeWGd+FfUwfEtiJHyR5dp1KOwdycvJb1OpSDB/21HtIFQGvFoC9e52kSqesVmnpEm1kTKQgFMaQGm+RwNjpQB49TEE3mVCeRoodMiaPNS1oVM1865s+ddPfBi6U0AeMRLrZS2K4TMgblJ1Lhg8rqxURMLTnYi6AsNoLGEQswoSaaElKc7QBop1nBqtM0p04co9GqnLoa2rLEDQTvV8YSLaIStLlQ6IhnndQ4SIbhoEK1jrbqU2jFoBQc0TeB8x79RL71rcv51Cf+jkIbvnnNTRjbEkPBw3/8UezZdztnPvwc1vbeRxG3UBnx+e+COowxlDqzlbTKZlo5egoNXoqA9tk5czzOf9/iTIlxogdQri+JbAr6oy04XfJTT306KQV6puKMH/sxjjt+Jyft3sxXL7+RBPSrOZaPjohxBa3hnnvu4f13/o04PpqSoixZWpJurCgtPgR6pRUYZTBEbdKU5VCMw1InIsx0z3aG9QYNynvxaFIR4yPKR+opFXRWqGNhGHpoix4KQzk4kcuv/hYjZ+hVc3z7puvBDdCFJSSHiwlGI9TiAtXiJtqewgVpRFKMYB0UFluVaGNIJHxbiwdV004N4ABKO9sjKaeJpcX2K5iroFdAYUhagYEiTTCJ6dKzg5yOHFjhrb//au770W76pYblwG+/8nXYWjFOjkhAJU0RDV///q2MmoZKb2JYwno7prJDjiytgLb0bEFQiiOHDrNl23bWV9fQaYIOAZsJAnV+zTvtiCx4ZeEbfSDqiPWJ4DQ2IpOkMqgQZEGSmYA2U4xlfySUUWOsxC5mKDemQGerrpTCllZS1swsxAgz0wUpZ6YQbTQRnQqZKKMVS2uY7V9ywel2Q4ePHKF0BdF3tjOWulln//4J43bMcK7P2lpCFRZVi6XGlGPd5YQkkZlOi/r/wrBZdEsZ1q7X6TsD9RgVEikp1GT8oM/Yh3QBUEpRlqJwbXqeIg6FjtmsSOcTI6GpaX2NT556NGagFbGc0chSq3MRiPjWi6jGSMuRgpreCCQkHzQlMDD1t3GyiFOKaWiHqGKdmGqFmFOZItoovBImhjVdd9PSV5EQxiSr5A2Ps64tpYQrCmLoVL7yYEagaVtULOkV8xAh1JGUDNaUKBzaWHFgdAalHco50CWFtSzYiuX1mvHqCvPH7qSnEq4sMOMRX7/iiyxu28pd9+5m244FTjxtE4985MO57J8uZbBpiZXbR1z7zetwzw+4ekSyCrUUp86lUSlUptSlvMeIVqOcRZUlRa+SP+cM0XtsLUpM3XrC2og6d962KDCDClMV9FKBUgYbFOWwT12PufLqr+NXPUUViCzSdxblEjQKS6BNPUrtaNJRhnM9yiJx/+77cHZ+2qn1hyWj8RJbtwwYbNuM6RuCEnaFR4qZSR0DJB/AgEaYRDEIrCVE/ESZxVodXCfLeoVJsK9t0HObiX4vI72DnlW0vsZu38l8MKxMxui2xRUFu9ZX0EVJOHUHBcI/VzHRjCeUjRibBVqCkdcxzPXRvR66sEJvzmSBxs38l8ZlNjNT0KSaqm9JeHyMYrPgI61RqLYkpskUctEaXvBrL+RDl7+VqDSqbPjjN13AJb94AUl7IUqolmRbFobH8bhjtnHb7XcxjiXEnAPhPXNzcxgUS6M1nDEszA2xrcf5RKuj6GisAZdwVstknZuhqKTl8rUwjHRMDI2jVpHeOIkDql9HaT11wASmdirdAe5VmnbTHRTYL7fmHc9s6lFm5rGjsno5xjg9fL33JBPRjSElmSbK0k2nDKUUp552Guvr6+zfv3+6tO6YRTrTt4NXpBRY6Fv2H7iPrdtP4ClPfgJf/uLlCID3v76msJ7655+rB3ze/be8hhCTMLwe7PWQLgCJSNOuZo5zIgVRB5qexERGWmJo6cVAqz3zbUC1gRDFTEmFRGjHogSOYYohRl8DYkvb0kz/eyMvOSJ85JDUVC2cOou2lASnDVk8pOSN0lpR5AxiE+RBVQRu27+Ls088SUxesnQfmHUgqYYOBih7U5GPsgZrIfqRiGRStrNwAVNW2KqiLUAPSpIpUTaScOhhj6ISv/CdfcOwV9E3ijZEUC3HH7uFtUbxU+c/le9857s860lP4atfvYJUD/jeDfeh0hwrS+sEKw9K4SG5GfVTlLHyqcssJa8gqBblI23TyFRgJPg7GQNGo0pDGpbiA4/CB4SJszaCZoVJvczPPumJPOdFP8Xv/t6baaKlbwbMz2naaNEra6xMxqRigTNOOYm79k0I7RK9aoEjh8aEsEJ/UFCPA0UhDpEvevHzOP6Y0/mrt19ILC3eCUW2jJJPnLQiDUqwoqbsHCpTlKWl2Chk2+qUUE6W1inN3sMYwQT+J3fvHWVbVaZ7/2ZYYacKp+pEDkmyIiIo2kYUzLaYAMXUpqu2oYO2qYNim+/tr0WkFTHRKgjSINKGBgNBFCRI9JA5OZ9KO621Zrp/zFW7Dop2ex3f/Xp8a4wzTlWdXVW79qk13znf93l+DzoPHGA8d2+X7GEHjZ5gIsnY3NV0VNzhDoQhKS1TaZusAWZNjhwaIIUQyMabVMqNYHN4QSoUwoFTEafh5ZIkNMWP4F+dYcybM85Cv2RYGJJWG6kW/SslygWsrEaETyEEZVNy8OMfi6gqNAndytOZbEd1jgxoK3EkVCHj9o1b6GQNeraFTuI8IkkSJicn6Xa7EckhJdPT0+zevh3dSPBBkRmLSxWWgEokvrKEuigIYgH1gG5n3HjFRfzyvl+z/v4HMMOC/Zet5l1//wESuTziWHQYSUhHzSSxaICr0/P2OumE+IBRcYdIMaVmUCVBE4QY+Tui0lCjsQidkOgcWzl8KLEVFLYg1zn3P/hAFJWoyG3a22QXTx8VhBytA80sY2Jsijyf4KdXXA9eIoLFy6UB+x9z+brISyVHecn/leu/dQEQUpGMTwCgFjn63tcmHAnOIUMamS7EwGVpPZVvI0IFwaDDGJn3df/REoyDvZQThYgfVwKolvI1F2/4ylpCLQWTdQrXKJo1qbkhagkeFepCEBn4CilTQpHgGjljQYPUo11PdGlGPbevE5UqV44Kg0Ijak26kwGpItfE90ts6XBlQd7uxNnCuIwzDemRqWC8kdEbzFNaw/T4GJmISUrZDlivO8zt3IQpB1A4rrvyl+zauIBQJVY1kSKwesUyREuQkUSCoozJZ/hYBhchfRVEMpCQNdkz9s1lLaldLJCxuHqEVQStCPU8w6dxvuKLjPFOk7tvvZG/vfUWGtlqGq2Kxz7y0Rhv2Gf1at7whtfyilNfj/MFb3n7y/jr9/0vFIJMR+u+DytxZUC4GRLZxArNN8+9NM5D0kh41U5ifEAS++p4CIPoYo3tqFppQ1K3TiRBhggoC0AR8HaJvhqsw+OpiC2c9TOzFLJCigZCWrYMKv7ujS/gvIuuYUu1AHmH/VY6tu8GUw7ob91BEhTS69GO1QtQvZJPn/cZXL27v/OOe7jwU59H9CuqRRii8xRqiQ3//s/8HT+6+3qEsvS7cVEabyiGVcWKNfvw2pNeTdDgi/CQHeXCtu286eVvpF9A3shIveGjf/NenC2RjpqW6Um8A50ytHW6ngMpAr3eAsWgBz6gGwkyKObmZmi1WlTSEyQUKp40tNaERKHaDYKOuRaxBRQdvnQU7/yn99LVsYVYJQL/oORTL/kOR+iVfPqjH+eo455Oc3wSWxiE1njvCMLiZEIwjsSDM0uYZBF/0KV+ewjkLu7avIwzu6Al1jl8HTalRRzUp84QKHA2ia1m1WAin6Df75OmKaU1+KJC75XhMDk5yWte8xo+e8YZBCwGQW/ocBbKYYWPyEmQUU7sY51nkQ4Qv04UvC5W6qWW0OLP4PZ63BLrLN6fD33s77v+qAIghJgAvgQcSbw93gDcDVwAHACsB04JIcyK+BOcATwfGAB/FkK4+fd+AyWh3awr61JsnK0haqloRlchIkKoFgFdddZucAbvZBweWQtYZOUIYokDMhE8koAIDru3GqDWBTcW4/Y8qPrzrAFLNRpGqTKMFBWjXX3aqLXJGc9ZMY1CI2VKKdxIJy1rjr73niSNwTYZjJ6D9BqEiANfqUHGDlKqPGQK2W7gc4kVBroLo/yBtHBMT08z240nofG8RZ7EmUhod9h52+2EMM6dv16Pakme/fxjOerwtZxxxllcdMl3edyTX0Kv10dNTFB6ASKHoFGLOcouLM6747E7l0idRKJjcIREU1pLIuRIHRHVffEU53xk27jgSUgoREBqAR7+9HkncdaFl+LDkDM+/3GU83zoIx/iVzf+ip/97Gd4p/Au4/Zb7yNPJ3nnO/+Mq6++ktn5LaATtq7fE+3FfkinOUVRObK0gVTRSGTKqIWXSRYLthRQGKjsaDFSSlEl8dSitMZJkFlW36Dx5l3ciEgfyAwYPGONDuP5BIO5YTQ1pRlCNfi3Cy9kfO1jWL9xjqxracpZxtwkWZBMqUgnjUrLWrvvQSWWH/z0u2wzcUNQdCu2DHYyXeWoWmppgieRumbtWPrWs3XQo5QpzdDHi4TBAAZKsGPjJt575ukEFWoEuB/9/y2bmuT1r30J1637HHuqiqm25uNnf56vH/c6XGlHu1uIeITo0AXreiQ6GeFIUiHQWUavW+K9YeXUMtLpVvTcWLPXIiZxqna6h9iO9YkAIdm9eyubhIlF1nlUFU+QQQTWl5s57W/eQKcxzUtffiof+vDHsT2HEBEtYaWPs7/SQhKDaJAx8EWEKB4JzqGFpJdF2Fo0LsZuQ9CC1EQQICHETOCqGL1OxnhMKBEyxlMKIZDWo+rTplKKNE0ZDAaceeaZD1nKEmkZpE28W0JwLEZSLmJtfnuRD/zmeHjJLPjbi3wIe7ef/mvXH3sCOAP4YQjh5UKIFGgCHwR+HEL4pBDi/cD7gfcBzwMOqf88Afh8/ffvvpRALYs6Xm/8yIkrROwxl2VJojSVseTU+Get0EriTWSEhzowIaqHahaNTBE6atK9NARno7rHx+SnqAuNAycfYltDBFEHV6SkSNC+dnbFVTk4F01c9exB1IqHC847jycdfQzTq8di/ORA4KoqIo7z6GDEBYSM2bxJUWMBBKDjLkWIgEiiSUwmKrZd04BzQ2QVn2eS5ZhBhXCepkyYWraMbVv3sHJ6OY08Z9WyMYYhnpB86KLyioMOOogNm27jhl/dzJU/vZP7NqS86rR30WiMY8wsIctRzTG0lvgy0JfxtUz26jEGGeWz1gWCVCQyxUnwXuGVQpFT1cVZuaih165+fWw0vwXhyRo5u4uCb13+Q4bDkjzPufHq29h3/128+pQTue32eU595Yt4x9v/kizt8OznPIMLLvkxn/vsOZRFwIt5vAysmppi//0ztm/v0+91Of1D72Xz5q388//zWWQUX6OtJ5gh5aK1v5YML/ougpQoG+dDQQpUnkFuo/EtCSidxMU/0fhMYqYkynjaDUWnZXlwrmCgElq2IgmwMd0H7t9ILiq6HUW3r2lPTTFoaWjn2L12bLGfbxFynB1JTigNRWkYZpbnvOUV3PAfv0BZh1ACgmd3b5YtWzawbds2vn/j5ajEMNaHXkvTyDRi0Cdp5EjrEEFh+hW/uUEcViXLp6ZpNRosmJJQVjBvsL1AplsYUe5lhHKRA6s0OkC0T8a50EIwtMp4kqmqIWZ+Dhsq8ALhGWEdFvX9/U5OVVXoTJNYgdSClROrGA85LngK5QkyxGAWZ5knRTjB7mIrZ5/3Rd785jcznk7Fto8rSWVW49dBJ3oUfGOcRblYpPECZx1ZEWmfZlAQBoZirosbFHSdRdVICSEzvB6MZj4JCcuXr2Dnzp21BFijXaAkDridc/T7fXzwvOhPX8QPvv/9pfvEG0qr0Fr9QTv0P+j6nf6B3339HxcAIcQY8DTgzwBCCBVQCSFOAo6vH3YucCWxAJwE/GuIZe06IcSEEGJ1CGHb7/wmUkKrjQ+BZCxh2C+iMaOWVDazpZQkszjMraWai0oAvwjXVIrgPY5AqGO5lNL1GhQjHXXSiL19IWoXpsSme/3MS6xOpASlNd2FBZ754j9l92DIWLvDoOhTliXT09Ps3LmTsbExzPWXkhWOLM9xlSGTmmaacejafdl31RrWrFjJs577HOZ27ubwRx4WCwt1X9MHfFERhERWDl8ahK0IweLLEmuijNB25xAq5pA6KqY7YxRVyaZb7+c5xx7LvmtXY4xhXWl5yymv4YvfvYhHPfpoHli3gUyt4aYHrqfVbvOrXz9AlmU84ahHcfRTj6LVHMe5PjjPWHs11135C2w5GAVp11ZV6sBHhJdR6VRLXmWApJbfVRB70ItDVKWRiUaJSLScaHcI8wMmJtpIKfnCORcz3XYMTB8TPFf97GZkWMlwaHn9//g7GnmHnbMPIqXkkEMOQSeSouhzzbXbyRoaRODdf/G3eO8YG2tTDBZQVYINHuUFsjYXaSEJKvahqbEjJIHgY6JWWOjhu7XvI5cRh6F1xAno+nQgPc4k7JzzqGaDvB+NYt56hlWXVVPjzM05hIfdqYL+Au0kg2aK8NG5G6TAiYAPCjHRZk8u6MzHgXkeUvaUMxz/sqcjXMXW7VviKVLnOBdnAfONnMrmtJKKjks5+W8/SXf8ML71oQ9w+NOO5p7vfyXihr2Lu2KoyZyOP//AB5jtQkaLMsBpp52Cy3KCMfiwhFyWQWGx2DDEyyQ6lkeodl2btEoecdAj2LllG+nKSSpRD9jrkBOUouz2OOeMf2TX9h3Mzswws2szuxcc3dCjV/9/S6KR0vuMoDTTKiC8RzkNwvOMZz+R/fd9BBef+23atgWFQRcFlSmQvQozKHCVoVzo4UrDgisjPpmlwenew2HvfdycpEls+WmHcyXOCQIVpoLtO/aQSYmsSgrVY20nZ67IWDALCNVCJgW2clz+oysAixM541Q8Yr8VPCpvs2nTJrYvlNHwVitgo/rrN4cANbX1N2rFEgNNPuT9uKzG0hJb1P+1ocIfcwJ4BLAL+KoQ4jHATcBfACsXF/UQwjYhxIr68fsAm/b6/M31xx5SAIQQ/wP4HwD7rliFwAIBHwSN5WPML8ygsiZIhSaLKIGasxPEIp9/L955qKfzAD5q7ZdeROINREBnKaBisIqU+HoB04u2rRCQfultbyJ+opkmmDrQYyiGzBcDpJTs6fXwSUK3qihNiRKSBoG+qxC2IgmGdffcCnffQpIkfPjSr3PQ+DIu//zXlyb8PlCVVQylDwEk6EaKyTJEqsnSBBqNqAfPooRVh8Cy2z2r84ojHnEATzr60YyPj7F89RoWevN0Jie45JvfYLjg+e6FlzE1Ps3NN95KU48x6G/lMY85jJnZXWzYvIlSBAb9BYRIkChcb4bhPfeOdkRLQLqoPEFGUJesn78NftSrVos7v8BIDkiiCEohE43r9ijLIW949Ums27qJO+68mY996oMEG9iw8V52b13gXy++HE1BWQypTEJZDTj1lX/GRRd9i01bt+BMSZ6n5M0x8jxQDi0f/+jHePDBB/jOpReT5ylGJxHZXQ+goxM1noxKvaj28igRh8RSKCosZ13yr2zftZ2N99zD3JZtnHfRd2g1mlT9go6YpOjOMZ41EHaBHEWlLC3bx5gxsmyeosgQQtHOUprdXdAcx+yawe2ejb3nYBEyYoyToLALBWsWCnr176lzMYTk/o0PkFQDxnNY3kgpTY8ibYDU7C9gvhhQIfG54Mv/8BGOvPSHdAcwWLuaTqPJYGEBrEEk8XSTCMlEZ4LTT/8r3vDnH2W2KxhvNjjv4m+w/9PeSmX7caGq/0+DXDyNB1y96ZI1ZVcqhQ3REb5hwwayLCHK1xxJGcA6ZIhYDG0GnPuVs+rUMwfBYrxioShI8waEQDowlC1No9VEzu8iSToUrqISDonEVo7b16/jT058MhMi5+LPn890SME6FobDmO7mPWqqSSIlTQRayNgNqDeOi7+HSy0uWa8lUElI0jBSSyVJQlkVTE9Nc+6XPsLL3vFO+i5BuZJcSkrhKSvL8U97OmVpuPWGm9DCMUBy54ZdvOolj+Oee+9F63SpNbq07o3Wlt+3dP+mCujhWkEP97Hfdf0xBUADxwDvDCFcL4Q4g9ju+V3Xwz2r3/pZQwhfBL4IcOxBhwXRXaiJepaPfvg9vP2d78aquejuRI64OCpEpYNQkhAURga8iq2fUU/MR/Y7XoxMHCIVcediTRyyilrS4wyIJFrRQxxIBx+j75yMMKncxh3UrCtIdDM6ZYXHmgEhcxSuYNCrGJvQFAOLTpbhSAhEoBfO4oPHBwHCk+U5yUQ+Om4XKhBUjtUSm7XI0yz2LXVMNVM6iQ7KAM7HgVHA0c8Vhx5xOL++/nZ63S7ZxBjpsnH2m17BTK/HbG+eTpqy7/6HsX3Lfbz1HS9lWAT+7d8uYMumeRa6IEOFJUUzrAdWksyBqkpEqvFax5vLBsDgy1jkFkNLjDG0VIoTAYSKxUBApRUNAzLV+F6FEFGCS69Eugbnnv8DsmWWhTnPGf/rQg4/4hFc9t0raLX7CCtBr0ClBSLmgnLBBeczNp5hLYiQMz29jH33X8662x8gDPpkos9cdxNJNkSPt9E9i0UjqxLpAtJ5qqpP6gVy4LHdAUmvQjmDN1FVM2hazrngKxihopzYe456yTNG855V5OR5TqvVYlgNWVUNeKQNXN9uY0TgcatStu0s6QpNPmd4wgGS27cMGGtmqG17CNag09rfMd4gJIp50aOpLcMApYstH+8CiIQnPuYYbr39Ng47/Eh+te4ehi6Gmy+UFeOTLfpDi3Y5+fg8t77nTN789+/lnEu+zKRMEankkWv3585NG1BC4UNgdjjg8+d9lR3dLs7kDMuCCy/8Kgt9g0pAmqVFR/ghqXMkeYq3tRdCa/ZZuR/bdm5D6zqRL03ABKpQYrwiSEdIJVf+7Are9773MTffI0lyeoMFOukqfGLRouDJhx/Kr9ZtpnQzvO6UF/GNS/8DtbCbtYlgviHY0RfYUJKIDgqPsD3mnGQulBz7lqfz3OOeyxc/dTaiim5zvCeztbeDQKI0uIBXRLlkCFDPA5XWceBdgwCbIibRpUmD4A2mgjxN6Q4rXvzWv6QsBANKkiSJSIrgaaVNfnHtdZSuIldR2eU85HmDb132U4zL9vIJRCUSUGcmxxUxjBDvSwPguOBH+mxc4B9uBrA4H5Aw6lX8/uuPKQCbgc0hhOvr9y8iFoAdi60dIcRqYOdej993r89fC2z9/d8iEExFVThuvfVXHLp8NdvuvJsDDzoA6WLmbwiBotbgVt5FrbuPsq6kkSF07dqUMgZCW4cSCc5bhKyHw4su3b3IjyEJeFTUt6NQWU5MaovTdhVpYIBnrNWmGHpQitWrxsiy5axZtT9pmnLAAQfwznf9OZddehlnf+HLDHbNxecT3AhYlec5U7WbsTxw1ai6N+uBqajnEjJEdUOwjkRAsCXOO6SPUr1YOCwtBVMH70vPzLN+w2Ze/epXs/8Rh4INrNi6iROe+nSuXncL88V2kiRhfq7ggvN/hHUppirJsoD3FTKW1hlJAAAgAElEQVTkGKuROu6YhkHgC0/W7SNCF19ZnLGR1SQVzlpE3VpIQ6Cvo3wSnaCzFN1uoJOEZLxByDRadSDVOCVQOzxkEOZ6bNtkydNJ7rr716y7+xbGxtoILWjogCkNqZzA2D5S6UiblJ5Vq1Zx96/vYXZ2nollnmaeEcw0//DhT6OaCblKGWzaTuoU6AQXHMJEyaodFAgbSExAWwc6UIRA0BDn7RonAgNv0HUv23k72kXeLfqIQsAcNEXCsN1iYQBHeM29oseO+xX9sUBhCnJfsdAT7LN8NQvdPVTKY1tNhEoQWYA8tig7rSYXffUbPO+1p2BDQmmKqHYJgZ/cfR+yNcbVD2zA2YpGmiEKT1CaPQtdEAlNmTDTmGL8rL/ma6f9PW+84HN87/nHI6zh9i3booO5viZ1jlwILAvj7PGedjvj/jvWkXmBqPyIkRRCQDpJSDXdvdqsaRiyc+eGaAr0i5staDSbQFRMOSIcsZkmLHTnEFIjbUkjGMJwN14Nmavgl/NdXvDMx0LrMfz4Z9eTty2VaLO+N88zjuxw5l9/iDe/7t0cf8gyfrbufna5DB8sUkjsQHLPhs2EZWNghyQ1fbask7IyE4uAqwF7WsgYHVmfTivnkDXob3ETVsml+3TxvjTGEKTFOU+e5jV8MMpSB9WAVt7mGSc8kyt//JPRejIYDEZeAy0Vzj90gR7FY/7+BXGva7HPP9I2RRrAH3j9HxeAEMJ2IcQmIcRhIYS7gROAX9d/Xgd8sv770vpTvgu8QwjxLeLwd/739v+pj+NZpAYa6ZkfzNFo5bSXxZxRQQ0oC5EpkgYfjSaLSUHOECP1ZKRDmmjq8c5EGVUQNedERNa3WjoKKpWiGxkOG3czgK/TX4KWSBXJm3LoMGVFM+8wN5xjYS7g3ZAdW7qUZckNjVv4zrcuwcuoVBIEEq1HWtJOp0NVVcxaw1jVQs3O7vUaE6WucZ4cbeveR5qpW0qNCi4QvMaHiLLVBtprDqTnPS95+ctoNBrYVkpiBf1yyNR+a9h21VUceuih3Lv9Ts76l3PptNtUbsgzn/J07vr1TYjQYfNsl+AtIiwqlBx+9x5wJRV+RC6VSLyrCHYpqDuEQG5jfKJUtXMzVQRvqXyJGsZcAU88YsuFHmVvhpNf/Fx6cgfXX3czp77gWTzy8MeyY+c2Nm/cw5nnfI7V+SNpjpe89Q2v5ZwvfJsjHnkovd6A9RvuQSaK4GDH5h0MBykhtBk6w9mfOZv3vvPdyGYeVWDBErzFJQGhBXmjjfAB62tmvQvktAmFQVQW0nrB8DV2OSw5cYUQNBaBZCJybWaVwfsU4+YpK5hpdNBK01RgBDxYjNEv11MYSDs5IvUoKTA6IXEJO4o9TIytYf9HHEq7NclCd3dcRJ0hz3NyZ7HlMM6y0ixmCAuJwyPzJsqXiMrRmZUsfOifWLY649z3/y121WGs6T1AQyu8Spd+19sN3vnu1/GLG99PJuIA9gOf+ARf+slf0xsMRoVOCEGlEoL3+BCzEaSUNJ2kTHN6VUAnluOPP56fXnMVRTEgSaPE1QtLMJZzv/wljInmze6wx1Mft5IH7tvBi089gcu+dzPPO+EFHHnEGrJWm2t/eR2Js7gg6LSbDCrHP378U/QYcNOt9zBTgGjH+VGgQusEYwrK4Ty6ioFNwTpUvXibGv6XyMgK8tbW0ZZLLSGEQgcZh+ZCEPIwOumF4PHOkeWNGAYvNWVVkKjaFBoCuc4pioIrrrgCLZZapCeeeCJXXHEFAGmaMiweGtw+ohAL8bAz3EUl5Oh9WbdUF08HAhahfXubxP6z649VAb0T+GatAHoAeD3xTHOhEOKNwEbg5Pqx3ydKQO8jykBf/5998SCICgACnVxibcns9u24ww+I/UsqrKsNEEQuvhUOaYuIK04UXmS4xfQwXRs+vEPJON0NXo0QzU7V2F+lot7SucjzsTG3dZhEt2IuEow0pH1NZU1M7hJEC35RxNZSHVA9NTXJtk2b0WlKkqWRaVIXrxACw+EwWstzTVpZgiiiGcV5hBMoFz0MqpamBe9jlqwQsZcuBGLEHkpAKFbkTVSngesZvn7+t1h78EEcMPQUvT7rt+7ki+ecg2lmFOUAFLzrPe/i/rse4Jprr6GgpLCTlG5IkmSEkCJVRGtgKkq/QKolwmmCqVC1I9jU+QkhRB1ybEjFOYELQ7Bgy3lEFmcWlYrzgkWlzdxwlmAtF//gR1jfIE324aLzr2LQ/UWEm6Ull3/vKLJGSlXAN79xEVJkXH31z5icWEarPUGaVExNtGh3EtbdfRcuwLOffwLv+au3o3QDlScEPGpowHp8FbHBla3ASURpUS7KgVWqwXn6pkLJhKZUlM6gZFQNLe689t5RCiImuznMMblhIYwhcBRIhDEEHKKU7JEVr3zByWQOhrbH7J4FJtdMMztbUc7sBNfjyJOejUQxEERyp0hIUhXbhTIDoidDhYhPFkphgkB6h0Ezn5WMH7Gat7z6NDrLphgocHN384U3/wTrBrScjn4DrRnOzPPht74X6zQLakhzwfCmk95Id5jiRBJjGhflh4DUKVoIvDMIH1uVrYamZ7oYI/jFL66P4otM4bpzSB9QJAxkSuYTjKtIzBiqnfHLuypMF779jR8z14dvfu1bHPLIR/DmNz2f7379K3z1vG/y1Qt+xJ5hhdTjHHHAYzlk9Ure+o7Xc/Ir3seu+Vm0TlFK0xjPSEpDXglIY/uFDGxvvlbpGHxlwAt0CJiyeqiiLcTg+JAogg4MjGc8KHS/wjgTpc7eUxQDpE5pjmUMur34fyGigbC0nkQnvP3tb+Osz/4zkOBcGC3+ENlBUa65tGCreiDsY3shvu1j24cafy0X2z+hFtAhUHs9/5GX4A+4/qgCEEK4BXjcw/zTCQ/z2AC8/Q/6+sbAzAwq0WzesY3ZB7bw4EHbeWKSxl2+johlCCMddez3N2LxIKBVlHtGq27d3/fxCCaVQmJGbZZF44jDRq6/rpndKlbxdqiHl9YgvMd7Exkxew1mFm3kUsVdw8zMDGvXrmXXnj2jxzWbUQ88iqKUkqIcosdFdAaG2M/z3uBx6ETGnYxWBB+DouPwO4x66EFK3NAwDJ4Ht23liPII1m3ahBWeD374HxkfH6fb7eG15HXvfR8//sH3Wbt2P7Zt3EZ3dp6tm+6jKeHOm28BC0lznLX770fpPLt2zbBs5TLc/DzjRx5O2VuI5E9RG6SshX6BtD4+p8IgfWQmee9JdDT5OCVGgTc6gKUAJMEFBAMqG1jZmUa0LHOzC5x1zhmc/NI3sXx6NSunO0xMjLFxwy66Pckhj1rOr29Z4PjjTuCKy68i721nv30P4Y477qah482UqJyrr7qWRjLGcNDD7tmOGEIlUjwVKkTnZN5oIFUMcxfG4DU84RUvoR88xklSAvPeIPBYKWKvVatIkIV6dx53mYmMJ9BBUXHUUY/mV7fchqs3KcJHg2GqNd+9/AccePLroLKccd5XOf/6KxFK0iwDy3XOUDepnCWp8TckUS+CEEgbcwviLZWOeDT4ajR/8blm5oZr+eo7Xkgzyxn0Cqp+H5M4WqGBlSbeI9YhGxlvetP7+Iu/+594OUlHzvLqN76KKz9yHvPGQkhG96T3ntR2OfiAfdmwY4auKWjqBnO9AQBZltHv9xFa0fAasWUeVxnsQKMGBWF3n1K2QHr0UOJVyX77TPDcFzyeK350La9+8Wu56vpruX/DZr705T9nYnqaRtpAhowH7trMj669i+OOPpwTnvkGKmB61Up27txFnjXp9/socvxt9yJ1HQSvNdI4RJIQiiKm8sWkJ/xgyKCqRuE0QgicNxjnYjqZkhQyUMpAgsbYqPVXtblxOByO7ulFZ7LAooTii2efNWr5CKU55phjuOGGG2oTaFgiCfPbQ9v/SqSjetiRqgfCb32933f993YCO0fa7+JD4FMXfpnMJtx0wdc49al/guiVGK1q+7OKg10l8VLgExBaobSmDEvETatYSg9KNF7LkRtXKUVIxEg7rGq+D1pHhHMqQCZIJaOdXUqE1oS5fgybEUv2fCEESRLRwkVRMDMzE79n3ZqqqgoWwzBCoKoq0kbO3GCOxA/w1hGMRQSN9pF0GrzHugqA1EYMsQjEola7iC+64GLuD4afX3sd/U98BJM3GZ/o0J2bZ+OWHaw9YDk33XQDD35uI+005dabb6PVGeffvvtDghHkaYY3DQqzE9WX9Mo+vapi/4P3pTuzixVJghks4Moesoq/6CE4TH2qQavI2B+rcwHqKL5hmhC0xOcJWbsBrYxSgU7yiJrIUlZv3UFreoz+zt0cf8IxXHftHfz8xz9nopHznr98DfMLPY4//mm87KWvRqSB228ewwfPDTf+nAMObrN1Q4uNGzfSbCaUZcx9m17V4eRTT+XLXzgfnRaUjYy0Kpjr7WYiaUSaok5AZ3hlSLxEJYoqgUNbDXYpwT33bmSh0UKIwD77rmVq7Wpu++VNOC3J0oyy28e5kuXLlzM7O0uaKsYnm2zbbrn9lltRQmGcIU0SSlOhlKYqS0ol+dR5X+KjF3yWBE0oBENd0vMNZtMBa/Y9mI0P3gdphlQBaZekmMYOMMaQZZH2qnRcNFIZ/TGJyHChIuu0CFgq51CNjKylSecHWOWQddR6kIJLbtnA99Z9hvb4PoTd23hAdHjN6WczHE4i98IuQH3/eMl92+dwVpHQYqEyCOLGRwjD2NgY/WKIxbN+Q59CTvCjm29hx9V3cMXulVRhDUHfT8NrvIRdC/Dtb95IX8GzXvUKBp2Mw494NK69D3PzO/nhdefzxMcezCtPOI43vucTnP0vX+Oyi57JAY88kV6vTyNvEYJg2cQyzI4BO+9ax9jEBFVVjdq+Qixlbki9GHIdKAdDzF4oaoEjqDqLQCi8Eiy4EoYGnTaAaBZEClqtJsNev/Ye1GltAPU9oaSOGzQpue7660jqNDoWT8pyScr50IVvqQckWHL67t0DEos/016fFnD4AEr+/6QA4AOh38PqjBmjWZlo7pOSPdt2MOZkBJFJSZ3iEPW8UiAqGRdbrUmUQNa2aptDYpokmYMaRyAkVMMSVwkyspGRyw4H2KJC5xqpU0TWwNXgM6kkRhiUMQwqTeUdwQwwlhHHfDiMOOEsy+gVUSkQQsQ/jAqFjRiIJEkwtoBMI+eH2GERNdNC4awjEYtRhBEwt4j6iKHUtYJAB8aE4ue33YhRMDO3wKqV+9FqTiCcwtvA7bfdRavV4lnPPp6fX/UjXnfaKfzs2mt54pOezn9c8QNWtRJMc4otD84hKsv69RsJ5ZD+zt2EUFIhyB67P+ncPK7yUBmkdRG1sairbmZxOC4FwQaEiVwlqTQuk0ilqLwnbzRwWYpIUowQFJkmEeOQ7eaaK6+nHErO/dbXWXPAgXz6n85ByoozzzqbZqcJtCjLBVqtDtY4nnDcU/jJwi9YMX0wO7ZswuiUPM2Znelx8bcvwllBozXO457zpyQ2kEnLdZ//GtoMUbY+nTiHNJ6qpfBZh1/v3s5QtmhNTFJUJSEE5mfnWD6xDCpLK20wNT7JjqJienoZc3NzaJ1SVoYV+xzAgE3Mbd+FM6BIsEVFonSEPwaH8h4vChKR44VENwTjKsdaS6oT5nZto91sYH2IPgE9BJ+BCOSZIs/qRUxEvECWZXhpEAGCMygfUN5G/JVzCBxSSyrp8TbQSBN6fkjDNkEmBAMLu3bF54rFmSkSXT3EHb/osg+yTQhdgkhpZDmVqfA+kCQNQgj0e9Etu4shT772DvyWFrutg8kjyQ59AuXu5/LiwwxXfeENyBCQIsdl0fm+Yf1mfnnNz7nhZzdQDA333ns3y1sZe3bOc+YXL+asr/+EifExPvGRD1EpRSCj0WowGAyY6y6QDiq2bt1Cf64XU9QSiTJV3J0rVZs4Y4OyCI68EhhRjfr8olYB6iwlzzSlkmQNRaabyEQyPzNDY7KFHQb2zM7QUE2kdAghUSrwxMcdy6233srjnvhUrrnmGgSxlZjplFArc+L3CrXKp8bJLA6BQ0B4MSoOfq+Py/hGzUZbupYk7xIR2wH831AB/b9+CWCoNc9/zzt41JpDedULXsAn//3b9IoSlWnaVTyqeQOJTGJmbZrElk2iCWWBECESC5VCDxzOz9NPNSrNUHmDYZCUpYOQ4GR0F/d6PTY+eBdbtm5g5+4d9Ho9KmdYPjnBEx5/HE/5kyeRyZTunm0YGxEVuVIEZ1E6SiGzLKHb7cY0r71OBs45ZmdnabVaLPI+rI1D0rQwmLvui+0dwOvoqrSEeKKo/QpBa4KS6DSJrQEpIWvSGmvSTlO27NrD3NwcjzjwcFp5g06jQSoF893tDId9bvnV7RSuxTU33MTMoMt/XPEDQunZMZxntr+dRp4yMZ4zWPCIrIUZ9GkkCSJvQaOJ6yiE9fG4LALBKxIX8MMKZwvCsEAUDuUU0pdIkYE1qEYTJhtkKsGY+BoRBM4FlKkYVDt42TNfyNNfciTv/ZvT+bdLzueOWzfxj6d/Gu8023fMsu8++zDZTvmb95zKP3/q2zz/hS/kisuvZHxZYOv2++i0OtjhQuSlV/Dgxh7eRpDZ4x//FK69+WYaWpOsmEA1p+MuL1SkxoMBbMWr/vrd9FWbEASFC2T1zq0aFqxbty4W7Kpi+7ZthBCYrQf3i0f62265LeYc1zJlrWM4kBBiZMCKhVyTqPi1vYy7+ERLEPG0t4gXQLjIvk8Xc66TUftQp54BCV++5GI+ffo/sOnB9dhhyczMDGneICJvasOTgnQ4z1uefCAX37WN4UxBc7JJ0XMjTfxi88E3DM9+xEH84M47QOYPMU4pO8ux0w4TSu70Gblq0u12KcoCreIESImArxSHvuAJ6Jnl9Fc7unseZGrtsbT7e7jsZSeQVyAklFWPF5/8HH76k2u4//47OfHZT2WsM8X42BSfOfsMNm3ahFGw75GPYfeWrZz80udxyfc0t9z5ILKeo0H8OfN2i+t+dROnnvwyitmF2BdPYkxlaUvyRJPk8eSkE0mS6xGIzXsfOweNmLhXCY8NknZvyBU/uZSXv/Jkjj3qKO6+z7F9eCdfOPuf+Ju/+Hucq1udiULqIfvut+gWbiBkHNhWpUEKDTVF4Dd3/Wr0bpwj/eblvR+FW3n2Ygb5Ja5TVGv/1zEQAOIPHRr837yOWbsmPEVrriKByqNbCj9vkGaOCVnxH5/4ZDRtqdg7FzKmIC0OFqWKqpMY2AFGwde+82Muuv0BGnmTVmeMRnOCk150CocfdjTfu+wSjjzySObn57n8R5ewY2YL27fuwpmSECzFsEsjSRHGYbVjmetywTfO4/hXvBGhNF1nqYpylNc7Pz9Pmqb0+8PRxwa1qqLRaIy0X0opkiRjutrDtd/7CipLoysUgUpi+0TVeb+kGmQ8mjol0KRUcTrEjV+8jH/98VXcce/9DIJkv30PZs3yVQRn2b5tC8c95Sg+//mzWbZsGZs3bKbZbuOrEpGCTMbozc1w1U8u57Wvez3lsGDH/AKuIaBwTDQ7tHTgjgdupQrzaDKEMYhhiTMRcIUUKKHjUds6gq/whUeHyHWvjMGLChEkWia4skLYgPCahbnd/Mk7P0huNrC7rxlr7cfMYDvdXsXE2DJMGXdpWZYRZMXCfI/OWItmnrFz1zbydJo8DQRb8uRnPIprr7mRspCcduoLedKTnsTpp3+MYWhSOEWzMPzsvf9AakpKBB1CnfOQopzlry74Kpfv2UriCsoQPSaL94n/DSemlBIblnq2QohIohUxECiESBNFRNmokJrg41DfJCmyni3IvWZCe+/6EqmQCozXBKIT3hk/aluiwcoGhx9+NJ/8zD9yygtOIpSGbr9HnjVxUowW7sxU9CrLpJlla5rjbUaiBLpuLe7tKm2326hyFzM+R3u5VACCYSF0ONjOUDabdPNJZNnDGEO73aYs+xRDj06gmhinSDOW7elTtTSqlPR1H2VbTAwNNg1YV2DsgEangR06pifbdLvzFIUleEnaShFosqwVcxm8Q/bmmbUalaUQXI2eqBAqcCAt3n3iyzn6MYczTkKeZhGm6BzzvTmUCzQ7bQQp7WaCGk+QeTqSiYtOk5BHYJ000VZ6wCtfzFzfsCxvsXpa8+COBSpfE8IrDzLymhqNhJVT0+y331rGpia57N+vRCrHUUcfQrsxxn33bmTPnjmGw/5effrf8AHAQ9y/D3n7Yfr7Oiyli3mx5BkovL8phPBw89mHfv5/9oD/Ly+hFK865cX8+nvfZ8+wz9TkQWybu4uVnTaHOosJNga6KIVehHelKU4LlFZxCGyXjlIiychagvbyVaRZE5m2WbF8NYGUm26+ljX77UO/LEgaTYxKcAHSrInNc4bdmdi7R1IMDZlQbFWKsRXTTC4bZ8Xq/dm+MM/ExCQveemL+NYFF9DYtYtGmmFKy3x3Dodj+fgq+sMBrl+glIagcbakKktaLQlHHwqDgiIJNIvoLQAiDrueGQQZKZs6CKx0BKkYami02qyaXMX6bDObtu3gqCM6NDJNmmTgpjjjs/9Cu6Hoze1masUUJ5x4Ij+47Lsc9dhjuP+BDSgpePlpL6KsLIpJplespDscoFpxiNn2Abswi0gM1vQRAbyxyDqEW0qJ01H65oTFaMimWkjvqbAIH0gqBYXBDvoIEc16OpO4oScVEJRAphkDtwctOow1HYlK8Mpj7AIZGd5J8qxD8IHpyTH63QWcjxpv3ci46id30+5M46zlO/9+Nd+84N9ptTOsdRRlQZIqlh84hZeKiarEJZE/721ABUOVRBHAYFCRtJtUlUHqiiRJmd3Ri8KCep6zqBfXWsd+s9zLpSmbCOFAeJwzpGmKdoZiaDl2Rco9O2dQ++1Dd8sMuqX49Jmf4R1vfRuiqjEgUpJOd/jpdT/mh5d9j7e87TSmp/dn2eQ4phKUQ8cpz3sat9/9IBse/Dkve9YzKYYBpaLSLdqFHMorJIrKCwJDdiQTpG6AD32a1mL0OLghQxRpiEiKaqHCyoTEZgy1JbU2nqyFpsWAbTrHF5ZOahB5g2pY0O3OU9k4m0AIxPwcqihgcpJlSUa/7DFWlaQKHv34I/nFzbegvCEhod/vYxJNsm2OKlMx5U8EXBFIEs/AOapBF5FqklQihSSEIa628cTlMWWTtvzVd89D/kTirMVrSZ5mWGvZJ5lkUM7zlde+g+XNDr2eozGryNMcqQQhGEjTUX/epQmFtchiiAyawXCWe9c7ZD5JfzhLs5mj0niSC0JirGDr1gU2PXhdRDKoBqC58bo7Wb16NTt27KDdmsZoM1q0Rw7rvdZ1AXVIWpQGjagFNTJi7yLg6o1X/cX+4DX2v3cBSCTHPukYNn39W7gQcFsfpJAp9xdDPviON6PXjEUaJwInI9vdSkcSockgBaalRqeBLElZd886du5JyZsdGk3D2uk19HsFjznqOAZFl35/yHBQ0kpzBmNNgh5QlJAox/77T5JIx9b1c4QKvOqTL4stgO5cwW5huXvd7dx809UE2cBUFXmSYkxJo91hMBzSNyVrJlYxXHzpgwahMHaIRfI/3/tPPP7QAznxz16IFcMYuwgIExcE56KumXoAFBCELMOPJyTC08hz0kyjtWR8vIPSAqUEWZ6QNRtMjGe8/nWv4hvnfYPlUylj423G2jnDhd14o5mbLxmfmo5JXqWod38OKWNgdtJIMdKCzpCAcimyKmOwt/OIssBbSwqkgCgMQsRdWmyBWbQIqFTihwbnA75yiFxhCsOwEDgpkCKhM+Ho9Xr0i90c97in8qKXPplPfuwLECqsKyhKT5rtS5YrvHGYYOj3S5pZOx75iyHeBw455HB27drF/PyArNkmzxPMIZOkQoMoUWVk1CgLBEMjT1kYzHH4AasYlo4Fo3nfh97PRz74tyQ1f8r62J4JcRpHrxySJylSxag+rTXHPeFwOuM5Lz/5JN725g/w4Q9/hE9/7HQqk/K5j32YF7/tg5z5zXN50VNOZEJ0OPDAAykKQy70CLMhg+RNr3sjW7fvYWrFFP/8mbPYvOEuPv3JM3n2iS/mT550DHOVp9ADqp5i+4YZ+r0erTSPnBkfhW9RLKHBVDRDAj5hGDISMcQGCShQeXSAB8+wqUkLQy/3tEMMqElkgvmNMCMAayPc0AuPThJMTY0NIfDoox/HQcc8Joaq25K5mVnSVgNwMRpRarT02AJKNCkqRqWmDapKElRBKCsq02f1WE53vodPBKHwNMYn6cp+RElIQWYE1jmqTpPW0KNISH3k4ws0G2yXLNeUpWOmmkP4kvFmTl8PIhkWEzHz1AU4SAZ4HAotYE8VWNaYwBlDqhXVoCDJ0lGk57Oe/UwOP3Q1vaIgSRK+9MWvUxWO0059Dv3+gF2zy7j++jshJL/1Gj7ctTeyZrQm7vX+b/777yOF/s419r9zC+jYww4M137uk5xw+heouhXlnvuhPYEtSs7+y9dy7HEHESk1AplksXTq2B4Jsk77cvFILZSkyBTX/+Bmzvzer2i1J9i6fQ8Hrl7Lc048iUcdcSQXXXIez3nOc+ku9Ln6mu9x/W2/ZHpqDffcuwnf3UZbbqM9ZVm57z486ogjWd6c4KTnnsZxz3gZTdliUyh41PI2G+7bTNloUxUFqU5Ic0V/aEjzBmtWTOKHYNKc4Eq8kyAMC92dTHcmaTXadOwCl9x6KanrjV6LKo2+BSEEpk4rA+rcYYnHsevCm/nh9ffx05uvoq8zHvvIY8h1hzzTbN+2hYpZfnTlTxkM+tiQkZmAzJqYag4tSkKAd73tLXz7/At5ylOfzvmXXoZRCfvtsz+7d+5kTA65ZdOtFKoAVEQ8B4AK5UL0J/iwuCWD4AkDQylLQp6hVCOGeQhwIpAIHdsjSIp7t3Pc008hmFlmh5qJiWX0usWo1bHQ3cmaVYcxLHcjfbjMa3EAACAASURBVAbCIMhZGOzAlCWdpmJsOrqCH/moae6+az1lbxkHH3wot91+PciSPXOWTmcZk82U2277DqmVmMSSqDQOBoXEmoK3vvZ9/Pzme5mf34rPNaXP6VPScTmaqPAqynLE7x8OhyRJnQRXc16klHTaOb3egERnqMTSWzBIlZFJR54lDHyT3vxumo0EHRSikZIIhReGbrfLcDhkRWcCEyT/m7v3jLasKtP9f3OuvPOJdU7lHIAiWoAkEYUiKYKiIAqCsds2Ytuiora22Cra2gYQrhJEEQGRKEkyEgooKFJRFJXjifvstOKc835YpwrUblvHHf87/N85xhqjRn2p2nvsNd853/d5fk+o2wipcR0fkhLSUri+YqLZwbIFrtVHpBvIDEzSpuyXSJwcNIe0UFg4Wciw0HxmaY1vrhjlq4fF/MvHjmHqO26naZUppGPE0kMLSAPJPy9YyMXPPceHjzyIK+/6Aw07Z/TsPrUaQ7lSQ5OStFtIxyKLcme7lJI4i5m9dD+++uMf0IhTZs3s5+XVG/HbbU5+63Lm1QbRDtjWGGed/ToeeGAN91z4M0asIXr3fgODA8toNNv0CtjTgFpW4Cc//DE//tbX+NSnz+LQ479EUJxGkiS0Wi0yz4IwRjkFCkrlHYFEoUSeECgRRAXFbR/5AsUUVLtBIECmBm0UrptnRThOHkMbak1oC469/D/RJkUbkSuqMgO2pGC7ZBiCSom0k1Cu2PS1xxnqQOLXaEYaUgeHUQyCBEO5NkgcTxDH8V/c+3Z7AoBsMk7zteuPsqDZFUz0qnooNuavagH9bROD/8tLCIEvY0aaKePtNr7nMDw8SmZcjBMSBA52YCECCTIBmYKJUTJCE+ZXRCvByARDDFlCu92kWCyitebAA1+HkYKgUKJUdWk1x6lWuiiWulEY0mgclWzHkmNoK+Sd734zhxy8iH/7wj9x9juPxHVCvJKDSGKyosQymhfW76Btg120iYSmFYXosEN3TwVbCsYnQnaMDzEyvJOJepNGc4xOp4MtXKIoYbTRIcw6+J0GhgxDBkLhJxF+HOJFHYpZSpDEBElMMUkoxBGVtqFVEEybOw/b2IyMjNLd20dffw9TBvro6irz2KMrsE1KrViDJKVryhQcT/PVC87HuAFK2Fx29U2kfoEHV73I8SefwbtOezdRq4FOYmq2B0rjGoUUGdbk4xiJtG2UA5lnkViGxDJo18bUApxyDc8t5DGAGrxMUEhzBLCVgW0sAt3AyAKLlxxIuVDE9xSf+cI5/PO57yfTE6xYcRdhtAHLeGRqnKOPfj1JUqe7u5+CVyYWZaRxqI80eeThDYyNBERZm2eff5RO2KYYdHPoskOQtgsKJrZvpzM+TNgaJQ0nUO0JdBRjC41fEIw2xklNQNKykaGh2IaK7+O6Fp24zqbhDUQiYtaiORRKFlkSIr2U3z98FW4pIUxiWukw1996Kfc9fjW1XgdlOkiZ0ow6DE9M0J7YQkpER8QEPQ5bmzv49jWXcMo/vIttnSH+/ZJvYXU7OFWHmQfsyVgrIWqFjEU70CKkp1TKzUFKYHQdFTURMkVJC6XrpNKByeGzLTSp41FObC5ZsR7fs/n6/TbBWSsZ8W32SccY9SoIaxKj3uniluFnyEw/1z/wB8YIsOWrBXnXI8zkIFJYdNV6EbZFlCZ04giDTWPVCp697SFeeOB+LLef1o4NPPfk4/QHNdpZC5VmRK0iV1+xnlUrWsw46j286ax/Y978Q1i4cD5L91pMp1xhdc1lPBzk/G9ewxW3j3HQsRfSjgrsHB5idHwMpGDeYB9Fu0CX5WN6ArwyeAL8gke11k1SlgS2z6kXf5O3/+wbnH3V9/BKmq5um76+AMdRVAuKwA4pujHdZfjIRd8iqDrUgMGeIvf/+mI8O5dn+qVy7teJFVNEk/cduBcbFQQDvahmnXI1RltjfOy8c5DFItKxaUzkkvD/ad8zrym09qSI5LXPq6FScvdhcJeS6f9mHsD/p0tbkHUVGVg8g+ZIQmubpjboUZQerlUE8WoVTBzYRdJwJo0dlmWBtNmlm/Qth9ZYnZHhOv0DU6hUi+y/9BjKlSKOY9Hd20UmFIqUp1e9iO1UWLrn6wiTJ3H6e6l2TaGvv8IfHl7FlP5uHn3kKU5YnpBlGQXHob+/n22bdpISc/rpp/HTH/+UOfPnsXDOdIaadbZu3ESSJrjlHrKwRapDhLAoeEXiOEUJiLOMUMYYEiydTWYD5AlQu4c9f1L9tQJHKeKJFlFTkCWGYlDAEmA7Cssy9PR2obVEiRKVShdJBo2JDpYs8oPv/ZxqeQoTY02aE4bGRIj0In57w01EaZuuchHXD6hnbTqdESimyJTJoSUkVj4sA5Ayj8JUSqHJDUTmNTA+tEYIG4GVn6om4zhj0yayFC+uXUmnY+O4Fl/7yvfprmQs2Wsel1z0Q44/bhk3Xf8UTtHwu989CNLQatWRdorrBkxM1CmVCwyPTtDbU6UTtvnoP/wDP/zBxXTaihdffBGcPNiluHAGnrCw3RSjJZkxeMojE/EkYFCQTEaBgs5nTEJR6ylT0AUeePhOFiyexnU3XMbnPvklVj3xLMZTZMrwxjcdwawZe5HGCYccfCwbNqyj4PfjWHko0a4TprB9Cp7iV9ddyz+d837eeMQb+MbXL2Bi5w4u/f6lLF68mIl6G6Ml9bWbcaTA9T0cxwOlqI83c6mwNvTUuqEFnhvQbLZRWefP3idldcBOaBgIOi2kTHAabeju5R2Hz2HlHWvRQmF7HrEY4vsL9+eIkdV8bI9+fvnkCONpgBZ/3gKCfBYyMjKCUmp3aHqaxSgytE5oTzSo7xwhjWIczyYFSkKis5gkE9TbHZyCy3A75LSTjucNhx7Mpz7+UfZcsgfb64I9X7cPC2YvRGSCJEtJsxBpu0jbxRICZQwvbRpmOi32LTR4ctjitA+8kwfueZCnV2+mVAsQrZQwU3iWjywXMa5mZrVCJvMNuVAqIlRGkuRhT0IKBrDZvKNJzfJojjQ47V0fxrLy7OVms4kxhrGJOrJY4uf3PsFo26GRxEyp1Wgrh0xFfOcbPyMoF5HCRdiG/4nX/9d2Zf6WVs9/t/6uC4CIIuyNDZLGVop9fUwMBfRkO7Fij5HhCczmHbkZSylskyFFwKTwPO9JWrl2XtkSJcFpWbQ27CQo2KxZsxq/UKZc7MW1+xDCordngP6eARyrw+sP2Z/77r+H1Zs2UyiUUBOjSCthx9A4N1x3Lwvm7cvozg5pNIEs5q7NsYk6s+dPYyLu8MzKpymWPEpFjxUrVrJ4r3mEUYRREmREhxxpWy4Vc2OOEgg0M6dVmdc9CzFaBz/DFrkJTOfkLQCsOMfqKqWQYY7ajbIG3UoyUahQK5aZPXcGQhr6BnrxLEkcJhRKitbQKLbtodQYjtXLaH0HUSQJnAAb8HxJu61wTAnPyzCuRZxFxCoBr0B816PY5QIZMXatgg5cbK0hzsiimFiAnRmyMCad5M0Ui0VwnMlKJfKUJgtMCrafYZledmyP6A1j5HiHjuPhBF0UyxK/UmLbyA6WeQdw141rkMUqwioyqLcyqsu86c1vZOu6l3jmhW3M32MhQ+PbWLqwl41btoP2+dn/+gVaG2xb7dZOO44idlPsJMSNUoyVs6USq4M0uWyzUqzQMm1KlRpxHOM7BRr1Jv19ZaKxMT7w1g9i+S6HLjmSSm83nXaHaGeLU5afRZKl/MF6kiyy+ekll9JX6WeouRmlYPa06TQaDSDHIGsNJ7z5eLqr3Wy87z56pxZQoUe11s/6Fzbieh691R42bX6ZrmKRz513Ls8/s5I7776fdmoQTopnJFHWyDeuRKPTjFgW8HWc85a0xrZtAlzG/BJ/uOp2jj39dM78xNdIvZSrvn0BX3w4YZpMGLY8TJZSs8uc9OAaunXCD1/xGHOn0C+GUWoytnKX81WI3SHkvu8ThuHuE67tSLAC7rrjel7ZNkoYhqzb8Arr127krA98hN9e9z0K0sGkNsLz6TQmmFYOeOSG33HZD3/O4qnTePL+F/E8j2jVCp5+fpROErN8WTeVnkF+feNj+EGwGzEuRMbaJngL5mH32owNb+DiL7+fw//h64TS5SPnnsHzL+9k9ap1+KqD01LEYgxP+mRCgycRMg+xV0lGoAJGycD32Ko02jj5IFYZsjhl4cKFDI+O8JY3vpWbb7oJIzV7Lxxk06ZNvOWU07nismtxJBhhM9EOcSeT0LTSuf9hEiHzZ/uelJgs241UUQKUyW9mf2n9d87iv7T+vgtAZsi21CkHvQgbqlLQqULQMaiJOvolmad1RSlGpWQqz5mN3cm5AALluli+m3+RDrTjOsMTErtQYKheZ+269cyZvgcaxS8u/zY/+sEXMUJjy/zHPLRpI8YojFQ8+/W12LbEmDJr732M/u4eTnjHpymVKzTjEKEVL61/mTPedyYvr36JgemDHHrU4bRGWzy/eiXlWpWx8SYiSbEThe35hGGEZ1nYlgbbZfvIKHLbEOH9K5Gus/vKZ8tXNb7Z5EDVdh2ktDAiT0TylM/e+yzi+jssdJoyf+E8ptZqGGmwrYDh7W2CoMb4SJs07CKhg+VGnHn2aUgtueWW2zj77Hdx5513MjwS8spwyDvPPJsbr72eE990BPc/fDsqalB1DVGSkQw1sKOMRBuSdohn2dixRplcNbRL+RJNXkuFY2EJm0xC5kgKpS5aloPIRti4ZR3jzjiPbLyfr37889z6yMOc+pYTecOB+/HMiy9y/rf+nSuv2o/AsshExhuOPpCf3nAft99/N41U0l1MWbd5LQ42T25rMW3KVHQjpN1qoVQMVoAfOIw2QuYuWUSQxAij0TokM5OnZW1jyJCWxioILOnQP2+Ql9esodGawLItzv/GF/jyl79Miw6zFsylu7ubJ1c8Su+UXmoDZWbNnc2H3v8B1q55mT0O2Z8D9tqD2379W45752mkqsPnPvN5jjvuOE466SQmRhvMnj2XgRkDuBh2NOHr372Ij73/bK74xQ8Z27iZf/vK97jhruvwrQKLFu7BzPnzmb+kj1vuuY3zvnwBp7znZN7+lpM4+x8+xFc+eT4m29UeeFXSuQtPIpTBMzEf+MA5KGHz3X/9FMVakaJdIEgaDKsC0gJbSowQJFojkAzOms1+0+fw+J03YYv4j2+fWsPkv9Vut3eroVzXRWvFWBTTePZZhLC47meX0Ik6ORr5spfYe8857L10Gnfc8ihYVRA+1d5+MhFh2ylvPvYNXHrpz2mFHsP1AlvG1lHt8pjduw/rdoziBzlYbddnTNIM13FZu3YtpUIf9n6zufaWu1g0q4fnX9rBRT+4HG0FlAOfzkSboKzwDpmfu2eFgCRFxBrhWriuA6NtMslr2ioiR8pP+nM2btxIphW33347AFHssHrDNizL42e/vA7LykF1Wmt8P09320UJyJ3+8F/R/19bXHfNXGzbzm/Qf2H9rR4A+DsfAu/b32NuO+cDnPbUKlRBko5mSLMFlTh8YskeHF/Owx2EmnTUGQdtYixtoYHEKOTkVD9NU5zM4YahcX5jLJJMM9GKOOqNy3nTEcs5aNkCTnvLcobrIznpT2uktEl1uvtFUiZF4MJktFypVGJ8fBylU/oH+liweCG/f/ABDjjgADZv2Mj69esB6PN7SAmxbA+kS5xmqEwjKxUqfV00tm2nIGIsL+CYd7wDZ+NG/mWfHrrjV1/izNa7T3KWk7ufpefQrgXg+/hC0MqmUHzdsXzu/HOZPn0mBx27nGmzBqkGAete3MgnPv5hoqTO/PnzWbPuBaqVATZvGePtJ5+IjcWNN97IRRddxIc//GGMtBhrtDFC4heKhO0W0k7Z/K0v4vguKRnGs7FKAVrFeSFWmtgY0k6EABwrV7PYrkOapiRaUaqUMY5FZgl21BOO/eQ3UOQGmcxoKipltBXgVR1EZ5QZxQrjcUys67TkAI7VJk0C+rMhOl43rVYbrWKccjGPPpQ29bFxqt0lwjbsu/ccfnH1JSxZeCipsPDL3XS7KQ+/cgW2MXhpB5zi5O0qQwubL3/y29y3YphmmlLr72OPOfO57967adTHiNKIarWKNg5uIUApRTnQNFsRnShP9po3fSab128ksR2ilsLKIrxKgSzLKFXKueEqy9BZyvj4BI7j7t4wbdsmbStk0cfLJIqQGbOns3XLdgK/RJx0CFwPhKQTphjPULRdglqF0W07yaIMpXJyaKnctds1LoQgM5KoNYwRmtDrZ3G6leXLZnP5I3We+ez+zL3gWboZRgPKKxFnKUYKDp7Vw7Nrt9KxwehXjY1aa6qVLhAZYRjmbT/9qnM4pxq6CJkSeAV816bTamH5NoHrEYYhcWYhTcrcaQWUkQjp8tL6UY54/VL22WspP/rJ5bjlCpZqs//SQY474RS+fsHlGBwykSFNvDusJdGKZhhxyKHLUB046rC9GKg4rN4wwk9/8Ru+/pXz+NLXvkW1WMLVisUDFX71uXfj2HnsUyYMdqx2+wYYa3HUFy9mne0TJTkM7lWWP1SrVSaajZxGYAwaRbXSxcjICMuWLWPVM8+gtObu++/ljW84EluDsvIbcdhsTcbU/vm+99odWZDfAIxgdwH4n0Jh/p/xAUgpMKJDEoCjBFOn1Ni4ehNZf5FK5BIECZksgG6SSUB1sJTJpZFa4wqBMBpjBI7wsC1FJmM8u0q3b1Pq6sNxHPAk0jK0wxGMVPi2hVJgRB4YYoSFQWJbARiVExCVBLvDRGOU/ulVyjisWbWd6ZUy219ah+8WmNo/FWkSCD0830aFEq0MWqV0rAJdKqW5ZScFWyKUQ7vZohl1OO3YN9A3vYXMSWMgJY5no9WklTwFJoNXCiJBCoeorSlVa+juAr3VItX+foxl8ColpOvR1V3ihJPfzhWX/pxFi+fw8ONP4RYcWu1xrrr6Omw/t4+/8wPvp2AsMp0hHIf9X7eUY954OF//6reYMXWAS1espKcsmTEwC99THHDQIhAOKIs0jCkITWQKBImF8RKE8EHY2Col0CGh0QgLbMeh1OXhK0FbgyHC97tIRIsFMzQj9QZnv/UodtZf4eW6QzZa5aVXEjpdGcXugDlG8GTicvCiQbodeObFF6nrIloYphQyTJrgFms88uRK9tzrCPxCEctAGrZIsSm2E7SXI6wF9Un1kkBbGVmnw5ZXNmFwGFo3yppHX0SnTUplj2ZTs2VilHLgoa06nVaEtCFwfSwhsSyHVc++TFE6KN3CEi6hTnEzzfhohNKGdj13qNuez9TBLs589we44qIraesOs+ZMx69ILvnxj3njoUfTXynxtpOO5z8v/i47hutI7TDhtAiMA36bmjWTkaE6Xl0hhEKpXIdvWirHGOyyuRoLW6fYXoHMZHRlw6yP4MaHN1DrGuTo79xDT7mbRupTTBU2hlRKtOXy9IatGMcB42BZKuc/ZSm2NcknEhZJMpnJ4dsUQg2ehRQ2YdjBsYuEokC1M4rnSDICWu027Uhh+z4qiRic2sPOHeOUixWq5Q7rN26j3QyplQNaqU2l3Mf8Bfux8pknwFKoLA8gko5DGkV0VSrU6y26yxarV62incALz67gfacezK33rqJ3So3nXnqUY5cfhBFl1rzwPOtHtlA8YA4kaS5dFgKl0tzIl2bIksiT43yDpZzdO7Nt5221MAxzabbW5InhUB8fx/c8nnv22bzj6dgcc+SROEJipMERkma9jiWt3W7eXWuX8keaP/67SQo9ij/f7P9P5wB/3wXAFRTmdtO1VjI00aHb9ZHG4KMoTXNwVQxMQBBgpR2UPanNTju5XDJNc3eq9HJnpiPosyp0J13EYcgXv/BFnnxiFX4Q4PqTgdKTa9cQWUqZDzHNJC9G5FZ+x+9QtAc5eL/prHhhDeWel7Fcm0MOGmSffQ/iK1+/m1h3KBUMi5Y4PPHEGFqFnHXOKVzzi/solQRplOF4AYIMk+XcoFW33srOu37NkVd+DFWx8X1/kj+U7QbV4eZyPCEElhKoDFyRkDRdrEqZLTuGmbPPIfT0D9I7ZSpCGdKuiJ9c/F1sUePX196JtHw2blhNUKpiCw/PEqh2h0WLlmC7ERvXj9Mea/L4o8/ywjOvsHTpgezodPjlgy/RjDuU5QuYrE1/zcaWFtITZDpBtHdw7V3fm/z/FcBE5EhLC2QfgcwmPQwGe30uhfOVou04WKbDksEyC214KBqG9DmWLTiMF267n5t+9q/8+Mc/4eKbtjPR2sjSQwZ57untbBsqMpZEdBKLxES005SONJTKDu2JcZTSVGtlWo02mZIIkZ/uMiskUx2MLfFVngMstMY2BstowjgGv8nhbzmQe256hJtvvYxT3/Yx3L4Kozt2MK1UZqQ5wcmnn8oTdz8CDkQy5o57buae++7lkx/6J554ciXvPPUMDt9/GcNbN6HFTkrVgLPPXs7mjXXWbNrKBRecx9SBfq66+gqOP/JIegem8aF/eCfTpk5j0/A25s7opdzj8PV//w/O/cRnsUWBPfbYg3UvPMfJ73gvc+cP8s1vfotPnfsBLvzWj9h7v70wxrD66aexbINJJiWbWmOkBWmHeVN7eGFLG20FbLUlwdh2pvXXSCam0GdepOJ6bDCQqgjPStlvWh9rdw4zpDRGiT8bUu5SpRhjqGUKH8G4Uhgh6K+UmVK02TjRob+nRBR1OP2UI7nhngdZu2EnM6cN8MqGFo+s3ElQcDntnNNp/vIqNm7YTr3eIU4SygWFpxLueeAWDnvDgaTpq7fyKIqwLIuRkRGkdJHG0G7HeEGRguty7z1PkEkH2/d44JZ78UslGinoOGRWdwHl1VFukkdTKoVUFpbO4cKitwu7C9J2ipT+7v1hl4TTmJzuqo1BmHwrFTLNwXyui1YucRRPKnXsSaCjwXXcP9pr/tr1127+/8/4AAIpzGwk9VIPgSXyAAcipHDosQxHmAbf+PK7cazcgJPLXiywd7lfDJHOkMLGshzSouGGe7byjLUHr2zbTFDuZ//9DmLRkqUctmwBx75+b9qp2p0Va4zBZGn+4kzS/gQaoRUam/mzihx6WJFrrnuek9+2N0+vGeboQ47kvgfv4JFHO8Qqo+gWmNlfYrwzQncld3B2sm0s3PdMVq58iCnTZjC8dSNRo0GWJZz8trfw4gM3cPNV/4RwJ9HJto0R2ST6GrBeNYGkWQljJJETY6L5OIveynlnnclQqDjnkx/l4CMPxdLwwh9W8NlPvo8169YzddpMNm/byic+8o9ccclFzF20J6mtWbd2Ne1OgWl9AZ0opZNYhHGHvRbNY3qpTM9gF2Pbx/n9qufpLRRQWuAGVRwcnKyNZyXURItf/upDWNohtEIs6eD4AbvyEYzIQVbCthjeErH8lP8kSkPaOPilMoXGDmZVp/FYyaJWHydwAyZkiUJrG24SMNrjYOqCBbLOJtkFnSZV26aTjZIJB+0XGE+g6LroMCRRDo4lcOw8MQ5hUbYNT131afxOC0tKMl+SWQIncDG25vyvXsU1T4+js5Qs7mAFVYT2iONR7EKBdpzgSQ/p5XGkOulgUoklA4zooCSUbI+xqAOpReBaZJlGC02lq0TSyrEW2s5QqSFsdCgWqmS6iSNqBAWbSDUJ44yKVwKdMtFu49oeKElqC8qOJsPGEgXG6yP09nYTm5CxsbEcLZLaWL0VvGwSY2FyFVOn0yJNY4xt4yoL5ST42qETtig4EEqHfjugbQyx0qRC4JJzD4zM6a/wKs2yVKyhTUar1cpR1CqiKiQtaeEIiDKbHhHScXuRagQpoCQsMqtAgySPGCUHKpZKBZIkoVSq0o5aOe4di1YzpFbQZHEB6aZ4fnU3aTed5CUVCgXa7Vw9t2TJAjZu2MbHPv4eTjnuYK6+9n6u/Pm1LH/rkfh2QF+tn98//BC1dp1fXP6O3aosrTVJkuWxq5MYj6NP/Dbr0xJhJ++lue6rmR7GGCzHRmmNypJJaeyrffgkSZFSkKQ5DTZJUnzfA6xJqsAfK37+qxvAa9efBsT/pRUq9f9/H0AqJFP2PwBXZERpm0ykpEaAthhNbV4IwfMrxHFMqobQZpQ43UGajJOpcZQ1ng9PShYyyM1gfitky8b1RJ02jXqTKG5T7Krm0DjAJqcBvlbv/Kduu/zam7JpNOTSn75APSlz8/XrWPvsGJf85H5eekHS1zWF/q5BpnT1MNzcTKXYT9hp0ozHmTVrFmtffJaRsWEW77GIsbERFAojBe8749189OP/DCYBkSEthbBSZNFhl71WyRhhZWgp+NTbz+M9p36Rz37wm0Q6xcokq9a8xEh9hE6kWPXks4xu3crGoZDvfO8ibDSf+uTn6K70subFFwmqfYyGHdav3YRHgJclbB0eJdQCoRNmLNyPzBRw+2ZiFWeTOhWOO/JojDIUiwEz5g1grIT9pltc/8NvIJKYyI2RAxW8bgu74iLcDsbukBKRpG2ysEXU7hAoB61TMuFMykINo5R4aGwH3Z0So42QxKR8/uOn8fnz/4kPf/LdlOMOlmhRH5iKUk0WLpyJKNl0UklHF6n29LNgik9JtMkwzJrRRVeXh8mj0jECskThuS0Sx4JGCC1w4nGsZopopMSNiDiMqNdbtDqGen2CdjyK7buoVoLuaAan9JJ2Ir503hfon9LL9398Ia1kJ2d98HSuu+aHaNXExCH9AwGfPu+jzF40hT32nsXcWQPUW3Vimjy18l4mmqNIXyOCFrPmDqJ0C68K3/3x+Yw2GzSznVx23fe54cbLSLMOUdoi0yG2W6TRbBNl43SSFp/+4rl4QuALD88UUFLjprmENf/9GpSwcKQhyyBRkkSFOKFixLL45GELGTdF3ETTjhskOm8nySzBYBOmKZmOiU2efZApQ5rmYfZaZ5MMe41jubTFpD/AsrAtQcPuyiWneHh2D3E8wLBwcUKXjArSq7HXEXDlgQAAIABJREFUXvPRyuGmm6/niKPexG9vu40777mXZYcvpLdWwZtZQJRrLD/tOB576hGOWn4UWoLjOHhePk+QLriWzbMvvkiiIi675Ho+9I9f4vf3PojlFrn37sd4/LGV3HzjzWx9ZT0bNqzDsSQ6CTFphGUyim4Os3WMwbINrg0TjQ77H/56qgNVPv0vn2DB4kUYSzM4Y5A99tuTC390IdoStJKM6QsX0ztjKrfdfStaOli+x5nvfw/LT3oz5372UyRJmkMQ0buL6Z8uLf74UZi/afP/W9bf9Q3AkZap2S5BEKB1Xi3TNMW386l8J8gzg7+6/yzef/Q8XM8jiWOkLZGBg/Dzto+xXYxl4xS7eeLRFr/e0cVQp4EbdDN94XyOe+vJLBh0OP7gA4lTjdJ5xieQB7cLiWEyz9MSoDKUcXCKgvboTpxKD3Y0jFWskLRtpvcXsZyMYqkLFY/iFGwSNcKBy17Pf3z/QTAepYHcPej4RYo2tJrjmExRC1xKqsN9156JFDZKp9iTgSpCiPz6aSSOH/Dyym184sIHaQZV5vR3U283WLjnfrzw8vOUggpRM6bVHGXb+AhO0E27PUoSxhS8al5Mo5hirUiaZrTbIbZssWjuIrZsm6C/u8inP/g2fvW7TSzaazGVoMyUKVNoju1gojXGtb/+JdoYMqPpDoqUaSHSFKurm+5mwl4HeXzqC29BTh5ndt2o0BqhDMoSTOzwOOaMS2mkCUr4OMUASxlsJ0ZSYnh8jO6eKlkWUSp2Ua+30ConTeLaqHZEs13Htu2cuirBL/uozhgSQSKrZFG4u5AXqxWCahdjG9az+menoGNIMxfXV+jEQkuBqzp8+gc3ce3zIUG1SltnzJ0xhTiO2blzJzJzeXjVo/zrBZ/n9797kObOBm9/7/E8seJpWs2UBx64B8eCfZbux1uPO4HPn/95br39VlY/v5qDDz6Q3935IBvWb2Tj9le47pqreNep72NoR5NSSfKPH/kAV195HZFI+Ld/P59vfOP7xFGHt518Arfddju1yhSef/4FZk7rZ3TzTnqmDLJ1dD2FIOC6m2/ke9/8Jg8/9AS+V2Zk+zCFYjVXsBmBwMJYhna9jkNGkii05aKskN6kynavTiEu0erVpPUOvVZ+GpdSMkWmhKmNG1Qw4Sh1r4TKcq18d3c3SZLQ6bzqO3gtksAgMUJiZy2OO2Zv7rpjI6WBEqNjY6ioi1ohI9UJUVqn4BeJozZ+pQ9UB5W0CXoCxreHzJpXZeP6CTIJDvkg2rIlURjvdmELx4IkpZ1FFAOPge5+2q3tNJoZtZ6p7BjbhlBQkA5W0WaqCnloxT9jTc7TAITKP3OWZRgBR73pYjamNhNhHr7kB05Ol00SlEixhcCy8zZsGiVYQX7TiiIo2F4uYY06eYvZCLJMI3Wai0qU4rVn8Ne6f/+atTvD4LXf9+Tn+GtvAH/XBcCTlhkoV1EC7MlwZiklwkjSNGUwlGwpQVfmEHfG6OnqQicptl9ERRGVQoDdGeWOa/4FxHZow0OPdLiuMZMdnTGW7nsQxUqFo088kbl9imP2P4goUSitXzVb/UkBwCik0SgMhZrFYHeJVS9sYMncKptGY3zLoVT16a66PP7EKyyZOwvLbTFR96hOkQyPNoiiiLPefwFX/voXHP/Wk7n5N7+mvWMbMtMsnTeP5UcdxMc+XMHEHdrtJkIavJq/WxqmvDxb9pafPcQFl29mQVc/I/WIRLk04zaz+mt0VbuI45iJTsb2iW1UA8WOFrTa48yZWqPVTOhEKdoxfOi97+eiSy5jtNnmgL2WsGbNJkLLYVBmLDj8ePqKAcv2PYj+3llsWf8iQ2NbuPXWG1FZhlKKUrnM3EVzmWiM8sHzP8yV/3kJb1tY4ZRzFuK6Od4AaTA6RWgJOsM4mva2KoeedDFtHWGsMtJ3SVod9j5gPs88vYa991rMnvvsze13/o6oqRiaGKPfrxKmWU5CzQxh0sK27ZyHn2WkJJx8wuH89jd3od2AxfMXEEURO3bswPILKMvB7rR5+YkzidKADx39Da58+F/RuglhQqeg+fdP3MrVf2iAAtt2CMMWWWbo7xtgNJzAlQVIO4SdFCMNQdGf5P9YuI5FmmnaUQtfeERZQlDyQSs6nQ4uJRIVoWRCrZSHllQqJSY6migcxyQSz7fJlEJpQV9flZGRHUybMpWhHRNEcYdIaypOEdv1SFRCyQtIpMG2NI4rcihbbFGp9kzC6XJJq9IxzWabsmnRziRGFknNBMaxCMIqo6U6U7SNVgmpCXYX7WPmTeGJlzYTCdhzZi+PDcUctf8B/P4P99PVlSuN2u327rbI7lsyuXrFCI0rXaSxCVNJWhzny8eewMW/vYdlC0qMt8Ypz+6hv6fGv33pSzSb41xz/U0cc/yJXHn5tdx7+4O846QjeWmoxZ23r0c6CVrnLnlh2ZP4dQ8lTB6h6gp0FjNjyjRuvvkXnHb62QyN1XnmpSf5yhe+wvW/+A19lkMhkNz1meVEVrbbUWuNx2iVkFk53vnYL9zAauWzeL992bDxJc5437u45upb2L5tiAMOXMaGl9fy+mWv4+a772blcyv5yX98mw2bX2HqjHlc8ZOrJyNHM1zXwink8bQ6THfjQsxrZEB/awH4UxXQru9fSvlXF4C/6yHwrh+PLSVKgWXZKJXS29vLpo1bGK4WIEsZlRH9c6YxEUWESqE7dXp6+tgaJbj00lm7jswfw+DSsTz8Uplyn48OHKZPy1killXIjUpC4FrQSVPkLis9YLQCoyeZG0wqjlziJMP1unjm+a2ccOLerF8bsmBuN2HLoVwapd7agsgstC6w+RWwXBvdiPj5r35GrdxPksX0VAuE23OE9bOb1vHK/3qR664SeBMt7nzuclThGWQ0RuTkecC2CcDO2GvPefTq7bwwbDOz5BKnKY52kH6FUrEb6ca09TAnHrqcX117OV2VadRHNOs2jKN0hhQWfmEq3//uZaTapqcwyOa1I9RKg4hwmKzUzdzp89lz4Vzmz55FpVRm8bwjGBkb5Tc33ZwLlIRNOwpZvXYdld5uNq8eo5n6tKqHIdqrSVIHp1MAK0UoRSo0VitD2h6thkKpBGNcMhJ6vConn3EiM6YGjI/sYN8D9+feW37LCcccyk03r8QTHbTrUi4GHH3kfK654RlsP+Pdp5/EvffczkTd4FkWN990F329NRqJx86hIaJkAsvxeOc7T2PNuvU8dufvIBjDLafIECgESNOCkk/BtenqqZImmzjtwx9nwytruf+Oe0hNTCMd4pmnn2D2zCVgHFxPcOhhr+PAAxez59I9OGzZ/rztjLOY1tvLoiX7cPFFlyE8i1NOO5t5C2dw3r+cR7Xscfu9dzJ7/iBPP/4Ehx18GADTBuby7PqV/PKaW/jaZ7+EyHTehxYZq1Y/jTCKM971UVaufBZfJTgFF2M0H/rYe3n0sQf57nd+xElvPZGJiQSVvIoHyIXsEOsUqQ1CGPYe6GbNlgYjpokSFvOrRZwgoap9jhjoQlrwu/URYdzClS6LF/fzta++hzsfW81t19+ACF1GN6wisw0lrWhJZ/dmFOSIN2KjXxOTKNBoNAm2ZZBpje/dchvSDnhk3TAZFZLNYyBHuP4376HkGzqZzY9/8jCWVSLV07n6qkcYFTF9U8o0Og7tdoIjPTAZnuNgJmMxS9UCyw7cn9HRYUZHx/nYuf/MPq/bl7t/dxdnvv0cHn9sJWEY0/IypoS9vPTIGEp28ICiE+InfZPFwCLzQoKWjS7a/OGxx6hUKnznmz+lUCiAkTyx4im01lx/6+1UCkX2WbIfSZanzLnWk6Q6b/EIKciyFFdKTCbxywWy8dauuN+/bi98zUE9B9WRZ1DDbnWSyZNi/9sZwn+1/q4LAOQfNggCkiTOe5IWDA0N5e7SST62ALZtG6Kn1oXrFJAONJsT1Go1fCvGqVdwxCYcp4t1z77Ey47FmO+wad129pgzH8sWSAmWrTGZRCm9m80O7NY8v/aEoynQmJCM1XfQXZ1NEZdH7xojqNZYuWIzmd1EOAGePYjtJLSiBr5bxPerIAKWLDuCkeFhokaLdc+vxp4MlcZYDMWwPc7A81i01z+yR7nNpT85l+6pO5GpBNlGiyb2tg6dMEEU8yHY9u3baTQiFsydS19X96QzVHDFlddR8F2Gh3cihc3UqYOMjG5lzuzFbN62iRPe8npeWLOG0dFRAsfBK41Rkf0MDQ8zPrKGrQWbOYMDBLUyJo2I4xhhWbmkVeSM/NPfeSqr17/CvN45LJw5nzcfcRTW6CrsoktaaGGcfBjvJFXikVEa23bSadVIbRtSgRGCdhTzy19dj02G0RWuu+ZGSB1+c8P9QIGpU6cyMjJClkruuOcBfLcfafVw3z2PMjocEceCUrlApWrIVEKSGPbbeynvOv0kvv3tC7nyyivBdgh8n4mOodoVYBd6IR4n8XdiWxaJcBnTIwzMmU1PVw/3rP895Wo302dMYe0razjrve+jt7uXdjukXC7w5IonmKgP8fiKVfzowotZt34MOi47h1YwY/oAXrWLX/76VzTG6pSLZVpxxNFHLKfWVaHeGKXgByRRREEGvPnA5bTaEa7rIi2DzhQ6tTjqiOWgBcNDdWxpY14TE/ijH13MCSccyyc+/mne9KbjuOWmW0niGItdXJjcRSotQVHE7NQeLw2ndEoeaVSgGMG2kQ7CaEIteaKxlelzeohNE+UFJCTceu+T3Hrfk4xoC5qSoLtEOCGRso/YjvKM3cn3JBW70qnYrQzadXPd9WdHgbEc7KTDHkt7ee6lkDceu5jpvVVKXhcHHX4kp59zLlmS8bY3L2HFU8+zsGazIU35ycXf48RTP4M0OXtLug6u6xLHMRpoNBqsW7eONS+tp6urhyzbwvPPbiCLbZ5/7hmKRUkhqBC3EnQ6zLwjLER5FmFi5cTT+jhpmtIO2zhpSljIiNOEmXNmMzo6yqGHHsrq1asxxrBk773o6upizZo1bN2wiQMOfB3FYpF1a1+h6Ae8/PLLuwm+BxywL2e+/z187OPnUi7mtNrXegr+0vqvqKD/HSn0b5WF/t0XAGPMpMIgI4w6efiVW86v3OQ9MG0MgV9CCof+gQFSofB8m6GhHZAO8fIT6+izfZQzgQltqn0F2tpFKMnIyBD7lYpAhjXJ6djVn9s1AH4Ve5vtLgKKFN+tkaUpQ9u2M33Ax6/6vLxtNcuP2Zff3TGM8S10tI5lSyuEaYf+/vk0dnTIeur86vprkI0GduDRJRUdk2cDVytdpJnBUZrQWIxZIU8PORx1zqWsuuQ4knKEqwSZiKhvGyNO84zTNM3plKVSiZ5aFzMHp7Fzxw66uxwWLVnIlldeZv99l7Hi6SfwfZ84zHk8STxBFDaxjIdtW+yz9EAefephoriJyTx6Kn0sWbiQLEuYOXUKrm0hvAAj8gOMLSWFWpG42ebB396Gbkc8+tiDPH/LbVxzxhJKBY0KUpQyxNtTHF3HdFICv0Q9SQiNwUpBSY3tBEw0xwlVymDvDIa3rkLKPqo1CNvN3ZJYbWImJvqwnQaHvP5w7rvnDioVj66eANsq0tflsf6VDaSZYc7MOTx03+OMbk9JVIJKM1wUX3zvz3HKsGljgegVQVrMlS7tToTc5DGycTvfOe+rSM8iVYKxnZupVLq5++5HqJUDpJC0myGtlmZV+2Vs10O3U0S5xEur15FoRZa4lAsNjLEg0mAySj0eKENrywgZCmEEqpGxNRrJWzUYgnJAFEXY0sISDiM7hxHGJktSbFuQpslk0pjNlPIMbr32ThIFL65ci84sKl6NMMuDh5TO1WMaTdMUmObVueCN3Xz3ni28oFxSV6CylFQZbM9jkz3IuvVtLKfKHqWM1eOK54Mq5TQiikF4CdmYzUc/OIcLL3uajmVj0lwGmmUZmcijC3eZFv9U7miMIbIVQiRkdg8PvzBClvg89cwmHqpPkCL5j0vvplzpY1pfwO+ffop2rOk2Lo1WgXef8TkqTkTQVWHnSJMkSXa/l5bjEHZSPvWpT3HFFVeyZfM2Zs+ewdHLj+T7F/4HV113DXfccQcDvXtw6Q++zeaXJcf+402MaJvX92Scd+qh9NtgKUWX49DxG/QIh1qhxKa16+nt6eHBBx/EcRyCIOCZFU/udvk6RvDoQw/jl4oYpVFJutulbIzh6ZXP8/IXv4oUHlEUTUrKxX/pBP5rlmVZSJHjr/9P1t+1CsgYaLZD+gemYtsenl3AEwUqlQraZCAtpLA49PDDqU3p5qdXX841t1zLDy/5Hj/6ybcplQOUX2X+oWX6Dqkw8Poe5i2dy2D3fAZ9D9HJA1+kiLGwSGKR27MtjRB5bqjJcl2vMvmDzO9YtnTAa7F078V0DzrM3aubPQ/cmzTN2LGlwQH7xhy8j0/YnskjT7XpNPsZnwh5YtUITzxrKCaSwPEpSFC2i2vl+IpmaxRjazIHAqNxtE9a9EgjQRh3YbULJPUxnC0ho6u2MtjVR7UJtWIl19drRW+1wozp8+kbmEat1EfcbtHOYOv4Wmw/Y92GDXiex/pNmxkfs7j3/ufZtKnF8FCDu+69H9suEaUNSkUHxwsICh6vO/BwCvNnY8+cTs+UXmwUFrmmvjkccvWVV1H0Kzz+wEp87WGETWnCRY91cEciis2Yrpqm3K0Jpmgo1+l2hrBNh9QFW9oUAsGeeyzkhl9dSNkPOfGt7+ALnz+Zz37mvfxhxY0Mj2zDL+R+jAWLamSZZs2aNfhWgaQh6DQk7WbE+q0TyGAA17X5xa9/ya+uvRElJJaQOMbQSDXXrPL4zWMBz5Q1a3/zNFyl4LqYE5ffxW9Wtdne7rA9HMKp+BS7i2TSIdKKz3z909y58k7m7reA7c0duD7svd9evO3k4yj2VnjLqYcy3FnH7XddjVVT/5u7946y7KjOvn9VddI9N3ae7sl5NKNRFpoRQiggIQkJIxAgopNsgzHG2CRj/JIxWMa8tgFLBJuMDCa8JJkgWSChLEZpRtJETezcffPJVd8f53bPSMLYr70+L39frdVrdd9z+t7uc05V7f3sZz8P9mCZMy48A1yDqmZ89GMf5In9O2jGAZGO+cr3v8ja0zdQ6bepVlJGVhZ4+9uvo1SzmW4eoNVp4BWK2AWFXyr0FlSdR/ZZwo1fvpHBZQNcccX5aBmyZM1gbnajdW4K05MJVhrsQkY9zHj7zSG7OiW0KxAqpOD5+F4JR3nYSR3HSihq2NWeJ1VF/DRGoHB9C09KsrLiY5+/h4a9Bjt9Wgypj+PQWZZbtmYYkjhk89oxpAFHt7jwnGdRs2Y5Z8saVi7zIHLZNDjMluUrqfYZXNnkldeez2uuvgonggvP2ECtnHLhJSdjOx5nbd1MmoT4ft5hnWVZzgbU8IlPfIKjR4+wdt0qLMfw4Q/+BUEYc91rf4NH7n+I5vxBxiemwD7KDuFwxC2yY95h327BT3fG/OkPxjnl7x5g7PqHuFXYaMfCUorEZHz843/F+g1riFLDP3zpU5xy5ql84MMfITIGT/noQGNijS0VWZa7+l376pdiKdi4fBkyTdGZWJQSP3EIQGqTfxmegjg8fWitn7K55kGpWWQO/UfH/+gisGNZZv3S5XnLeBQhtEFJiRF5k1bWi5q1hCQz2I5iYKCfufkpqmWP+ZkGI6USD7zjAlwZkhqHu46OcH/xLJq0eHz3JO94z59QHSyyolLg4tNPpRNmpFlEmvRSV50zXYzIM4CFtNYYg7I0FW+CZr2PYqlL0i0ROBIFqECh7S7aqmGiDjYaY3nMNVsgUtAZxhSO63wAcZxiqTyaWhgLzB/hGMpYuJGH5zlcNtDh/Is38te3zNKJ+9mwocRDB/fTbga89pqXctlzXsDje3Zx8PARPv2Nz9KOApYMjzIz1coXBxVjey7KSimVKoRdiJOAUrGK5xpqA/08+cQeXnbtdVx19YvY/pwLiKwU2wgmdx/giisvJ01T4iwlNV0+8N538p1vfJf7f/EIp5+2jhs//CFKH/1bAtMm9vPGHNuzEIVcO18qBV3J6k/8gCgrIYSgWq2i7JS3/PFv81cfuYnJ2Tann9qHQLFrz2GSSNJXG2a+foT+gRKNekCh4HLW1lO59667wS7kxUEr1z7KsoTB/n7Gj00CFomOjstpaAkiJU1A6AhXSWqyzO7yDCvEGPNpnbAbUSlWAEEcx7k/s5ORmZQ+f4Buu4OJU5YsHWC+PocwHkGkcVxJnHQo2jYClyyL6KYO1YpPtzlJEmcY6YCRaAdINZ4sELTaeJUSOgsx2sL3S2gTEicZqQ6QRuHabq9mlT8jKRkF36XValBwSiRZyuDIMEcOHKFW7V98jowxOMIlahylYQwyk0hhsLIymRcRJTEGcIxB2BZ1EfOmU0/jcw88TEoOhxZQbB8r8rOJgPN9i/lalz2xj5sUaLVaz1iQhMjFzgwg0piCJUgQaOHn/TRZihRO7jSmcnvQyKRs376dB+/dhcRC2TECm5Ehl6n5Ju1WRCoMwmgclRutL2jhayBJI85+1qns3fUkg4ODJFmbgl/kwP6jZFmEkjA8tJw0rJOlMBNEKC1JHAtIqXZcUiuk7WaoWGH7mizM3z8Tpsf6cdFGoCxNvdnB98GRPkbH1Mo+SZpiuS5T8x1MBAM1gSM0nutz4FiDWAgcqVBC5mY2J4xF2JnjFo9PPwa9OLRnCrVw7MTz/3/RB2B07rZljMlhizQhTBOCKCGMc6nkJEkwSYZMNSI2dOc72F6VM865gGt/8zc4+dkXYFoFqB8hatZJHB/L86nPtvGLAzRn2/iW14vy885hRzg4ykIJwKRYMs8MlMi1h0ymMdrGLw4R1U/FoOkmy8mcCpZVxHFG8SpVpDWATjTGK+P3+Rw7Ng4IMDYGF4RGKnJ5WKER8pekc1KQYjCppJUZ5pyIdjjHdb93DWvrkxxwNUtGQmr9g5SsApX+Pob7VyBtWDEywLIlIwxWKmxat5aTz3RJTJ0160apDUvWbhghCjsUi0XWbFqCMnVWjgqyziHOPW0VI2NLMMJheOkouClSZ4SJxu/vW8Qbhc4jn4d27GZ2PmVO2Ny3a5LLXv5q7JXjFNeF+CtaJP11PN0kSSPkXJPuXJ3GAY2dFOgWBIoEYVKuvGwzU7NtcA6xaX3GpvUDjE/t4dOf+hDbzxxC0QAc/EIJ1xacd+5WHt71AN3EEGYhxhLopE0UzJBGTer1WZaMDmDZyWJvR5Zl4Mo8snYtpOcSCMEEHWqdImEcENQDQNFqdGg3O5gMpGry3v/1Fr7ypa/SarYx6TzPfeEZHNw7QX0qZG5qnqjVIBEpVa9IZWAJc60OtaHlpKrJa3/nNbQiRTfJ4RIr7vAbv/latm46CeVmGEczPTfNVKOFayccnJ0hMxkbt67lD979Z7zpXX/CLbd/g2bcAp2x5qRh3vruNzIw6LPptDOot+ZxXIvGXD2XOIHFWpaUEqVS4qLCE7lVYSZtNHnXvBISS8jcszg1DIej/OyRHXTVYG6qJG0iWeCO8TmMXaYRtnjgSJHRuIUSerHHYmEsUhMXipLSJTMFitrHp43QhiDLWTBdKcgKCZQ8bE/y2O5daLpEpgM2TLZaHJpsceq6LRQqBVJVJElT4qSLsB00EqMFBo3j2Jyz/TS+8JW/5rkXnsXznncBp591Gv3DRb7y5b/nez/5NiefuZpSucLASD/EKVqASlJUAi07JBBgJXlQFrZMrvmvwRY2wiSEGTi2omaX2HPHF7jjvh2k0ubP3v1WvvX97/Ku976bc7adS9HzKAwM8o3PfYHXXH0RW85/IYFl4SoLiSFLn9ZRTU/5U7BoDK+1Rhpyw6UFe0h5vOYiew2vUggsBMqcaDD/7w/1nve85z9+9n/zeP/73veespdHyWl6nKrlOM5ic8vC90pZi9i9SFP2P76H++68l4mpOQ7e+SgXr1yKnPO5f1+DnaZAN24z12xz0fPOY9nyASyT8cVP30hmJCaLMBikVL1dNm8OW9A6l1Ki0oQlfQ1e/fIt3L/zEbADpDBEYUC3XWfz5iGazelc9CsJWD42TKvZJjNP3XNPLNxorZFPM3QQvU7CBUcgIQRJVuCnD+4k6t/E/igjac6zeuU6Dh09ykyjzuUXnc/G9RvIMoswarP78B52PrabsWVDjB9pYckyU0cniTpd0ijFkTZTx5rMz2om5kKaic3Ox5+kk6ScfvY5nHPWWbz+ut9m9YYNjI4tZ35qiq9+6YuLaajR8KrXvJwf/+S7bNt+BtHkJJsGB3ihH2LqHmrcI231Wu3rdW76+X5W9ru4WcYn9rYZlAKnWCVIDfsP7+LOe8YJ0ypxVuHIkTqduMjXbr6bQ+MzxHYV35dMz85jW3089ugTGCPIdILp8aKT2KC1wlI+SZYxOTUDQvZYErnjkzYa0VN2VEoepwH2MrwwzgvdQveysNBQKffRVxvgmmuuZXY649EHH+C7P/w+n/nE5/IIVGsEDpbj0ZhtEJYyVm5czUte9RJ27TrA/icP8IqXXsnVL76S/buf5Fgj4eP/8Bn2HT1Au9HgfR/4ALsee5wbPn49BV/R7rSoB12GRkaJgjlWjY1yYN9udj68H1davOjqF7N83TqmJqeo9A+xcsUyytU+Ln3+FTz4wC9wbPcpiqChlSGaGU1SLKNxUkXHzrClWpQSzrTO5Q0qgs/++gv47r33kdkeIo2wCBDCBenxwUtHuO/xCVp9q7BIiePc24F/A1EQMkY5hmLBYmjMpdEwDNQCrrnyPDpTR/GmQjYbF3vLIK94zjlcedXlzMYtGpmmnzof+cMXIT3DFS98Hm+7/BTe96bf5Fs/+CHtVGF0byGU4HkFxicO86Pv/4zHdj2BsjLarZC9uw+zb+fD3Pavd/PQPfuJ0y7zzQYGB/1LcPiFOel53lOgGLtcYelwP9e/5bfY+8hBbr5tSw+/AAAgAElEQVT9Tg7d9RMO7t7L92+/k09+4h/56a2388RjB3CF4B/e+we84ro/ImwZTh+QHDy4j0B5aGFQyu010B0f5mmfD3mkLwyL9qOIfGMV8JT7e+KIjRl/z3ve86lfucDyPx0CUpZZNbKEdruN4zhPcdIRQhAEndyAGrBtl06nk3cG2oo8s7KwrJjNJuCGV16B02rw1Yfr7D71ShLVpTK0nKuvuZjTztyCm8ZcfOYpxNpAEhAnGik8TJZihCROs7xw01ucA91lxLb53d9/NtdffxfDq6u0521KtS5ThxoMDPp0wwiERZQltJshrTDG7QloPSWd671nHMc4lv0MHnWr08HpSUDn7AGXSs3CMw6i4FGpGq7Y9jxuvuUWMtfhQ3/yp5x22inMNxvMTxzj5b/3WjLp0YnqJGGRglcjzToIIfD8hNl6G9dzUXae6gojUZZDpVxk+7YLePcH38/ydcvBSNJMMXfkKM+/8Lk5BBTHiJ7qY6Xq0hQpg7U+2kemue3MKiqtEMgUjSatp3zygYf5hVuhv17n6rO38dZdO3HLQ5SsgNgucN5zV/Pt7+5g2aq1HBmfYdVYBSEEB/ZNcsUl53HwyCxz04dJ4oBWvUWU5EV7xzUkST4RLGWTZQalbIIwzJ8lx8HoPGPML7pALfhyCL0IIyw0jSUmQzg2SsuePEEh32RSgesr5luaom2IbIPsmEVFSsg9crXJcFwXbWKyLN/AdSgxriKNc8+Kgu2BNHSiANezsS2XKEqxLCuHeYSkUvLp1NtoB0zmkOoEAZQcEG6ZTtTCERmZ7RF32/iFMnGkieIgV+o8YSgJ892Yq7YM8+27HyOwfSpJiO7NLSlzSEIIQU0oDqsi1STiwlUu/sByfrBzH1kY48iEeTOMr1os7auQ6pRms0Um5CKz5enPuNAKbUlsI5AqQpsiSVKnUnHRJsVNJU6WkAwXGfSHOXDwSbomtyytaM2wE9JJbUyxgGh20FFGVwkCvDw7R5CJmFp1gPnGJJaBYrFIsWzRbHTx3CJJ2KCTGZTxsKRNnAWkaQFD8kvXn4V7miTJIikEO8OWDn/wyhfyyS/fQubDYDRHM7CYS/P5CyCw8ZTm2su2cdO/7iCJA1b3l5mYn8WpjjI1OY4wDpyQ9T+9D2BRCl5IpDneGWxEz+uZ47DQQqa3sBm09X8DBCSEeLMQYqcQ4lEhxFeFEJ4QYrUQ4h4hxB4hxD8JIZzeuW7v572946v+/Q+ACy9+LgNDfbzw6ss486yTwQR4jsBkIYNLRyhWSyRpTBB1EcLg5ML5SAVKpigUu2SZZ3/pTrb/cD/Br72Gcy/azmmnn0215OYXNozQWPiujZ3l+iOebSNFgpAZ2oRIZXAsBRJSabCx0AXFuz72E2KRMDkxR2QazIy3kMKm0bXoRppWJyILLKqFIlJrpMwzl4W9/kQvzxMnjTG9lI8M5RQXL4nWmlSG2K5HakKanTrDxX5K/TU0BpFkDC6p4hRtSoPVvIEuNSjfYe26k5BOl9UbKgTUOffiTbjS4wXnb2W4ZkEWMlAaYOPaQTYMFzlp1GPZcIVjx+YQ2sagsC2YaUyTGk2iDUbYIB06YYupmVmCmQazew/jdRP0sEewRFGpaIqVBKdY5cd9S5nyS+wcHeMde3ejhSRVCZOhwakt5Ye37uej7385/cU+vnbTe5maCrnoom1c89Kzec6lF5NYPjNdRZR5SMvtsZEMcSJxbJf+gSJrNgxgO+AVBBs2jrB23Qq0scgQFEs1XE/iKontKGxHUbAcbAMFodA6QQhNFKW8/E/fwcv+/H004oAHdt5GwdJ8/0ff5q4ddxCHc8zSwfNdlNAYoemYBte+8ZWEYYixyxye3ceRub387298mnv2PUBYCBezC6OgQ0xbdkkcyclnbuGBnXeTCMPSNcu49nWv4B0f/BNmgiazcRehHDKRsGXrZkITYmyXVtxizeZ1RK7Np77wGWxfsXzNcoaWDuJgiISXK5ySyw53MVjdJofa4PtlfATdwnF7R8glvG1lEVlQ0SGJDphrCSanOygUjjJo7VE2GZb2MD1obeHZXXiWnxFYqp7Bie1RKZfxirDszM0Mb91Ced0qhk7bxIrLL6QTC6aTjMBRvO8j72Hl5tUsGRvh/FdeyZs+8G5OO/tUznjBc/jDd72eBIOtJL7vIXrduN1ulzgE5ZZotDOOHA1otg1RDHNdmyiwSRNBZjRCemTE/+byk2W5PIvpOd51s5jt27cztHIlN37vFi689FTO3rqGZaecRlT0sJAYkyKEwS86pAg+c/PtRN0OiYAHj80SukX8mo+yHJQyT4F9tOAp839hTVjwI1iwNFJCIo3GzoVY88CNDM9ASVl4/xcx/X86AxBCLAXuADYbYwIhxNeAHwBXAN80xtwkhLgBeMgY8/dCiN8HTjHGvE4IcS1wtTHm5b/qM2ylzGhf3i1ZqPmgDZ7j0O6GSCnxSiV812N+bo6g2cZkGte2sRyHLEko+UWyJEZLic4sMqfI1S97Nedu287k9BRGCF768ispFRWu7XDltlOJI0OaRTnslPUooUaT6uMRotYanegeXzjALpQxMsJ1BljpzzE33cWuBrRD0GnusuVGGikKHAqPm7wsdIEswA5JkuTKmr2MQGiDRUgcx8SqsEhLtXXGSKXMTKeLrPh86O3vQAcRf/v3N9COY27+5tdZsm41UZIx8+he3vTnb2XnoSdYvXIV9977CBs3ruLwxBxRNyOOO9jCZvmapcxMjbNi2QpazUlmmgrLTrj66tdw5jnbuOrqF1PrK9Geb3HrD3/A297yVjqdAIykWLJpNOusWLGMwaERntz/JHYMZ6l5GvOa/jQjImRWKfaVRzBK0gkDLAxRlGBXK7ilGv3DI4SdYzSe3M/giucz37iVzIxRLgsarRZjS9cQBgohoTUzTho0SXWG4zgAtJrTlMo+9XqDkZEhJidmQBiUpXDcMlmad5ELEaBOYEDbRuBYFlLBTKuF47gkQlMeGaJcqFKfnWTpin7GDxxh9boNHDx4gKSdkFmCNE7or/XRbAR0ojZexYbA4JcrxLpLqVxFuT6t9jxpo0UU5jBlf38/9XaXWl8RrQVR0MR1C2Rprm8z226wdGSYZn2O5lwDt9JPkiT09fURtJrYRuSyCLZFvdVkaGSYlSuXcvDgURzbpbVnL9ngcmxxXKPf1zAbT/G8pUv46WNHmfZsyqEAVy0WuRdgPdfPbUoHXMP/euEmnn/t6zn1mjflEFuhyPZyg+m2odm/EjuJqNcbhGmG6fXQPHNoihZInbP3NIa2UcRxgpCQaqjViszNd6hVSyglSZII25M0pgP6ixYReZYilMRKM3y/n2Y79yFYyM4tyyIIAhzXxvTmrNYpfdUK9XY3N3TpSTokmSZOM+S/0Y2VZRl9gwM0mvNkkSEWMUuGq/QtWcWh/ftYvXKQOE6Zn6vT7GhElNcRpVTYtotMNSkGZTlYqaaddekaTa1SJGpFPYE98Yyo/xkIgQFhDOIEHwYt84K0RCxKQgBobVBK0sr+e/wALKAghEgAHxgHLgJe2Tv+eeA9wN8Dv9b7HuCfgY8LIYT5d3agzZtPZv/+/QyNjjAzMYnn+szO1FFK0Z5v56YjBoQSiBMaTpRSNJtNPMcmimNsq0jZtVFZQrvdxPMclq1cATql5PskcdqLhAwGRRRF2PYC7CRIslzH3pjcvkRYglLF4fLTNvLj23bxwhdfzFe+/COqmxSrT1rO5FTK3gf3U/QKrB2rMlQb419+/AvsmvcMCtfCxvL0S6GkIZWKQBcWCzvGGEwW4uKS2BKbhFXrVjOzez/91RIly6JcqUDVxzOS0mCJnbsfx1gWjzz4CCXP4/CBKRIry7uQ/WEm2lMcPnyUgdoAe/fuZaCvgo4SXN/DiduM793DLd+7mdVb1jM/Oc3uhx4lSZK8OU4bWk3YuuUs0iwGfFZsPIOsk9CyHUTc5kiWUjC5WcygjvO+BZ1L/KapZi4MmJycZ3RoiP/152/j5u9+i3seO8SDt97PBZe8lLe+/e287g/eydSDj7N161aOHh3HMTn3O4oiOp0O/f39FApFwi5USsN02gEDAyNMTEywbv1aWp0mczNRz2Gpp9++gJtqMGlGXp4R6MwiiEPSfUeZUofQSmBs0Eqwb98BGjNNUvJO3TRNicOAJM5pvGEUk5LQ6XSQ2kaHgoIYJ2gmdDT0VXOLydmZGVKtmAk6iEziFz1mZ5pIFZEZCxyHQ3uPMdRfQaSCYL4JwGw3IjMpNb9EJgxhvYXr2EwfGieYaRBFveDI7kmZ63QximzYFqLtc9vecWK/QBUXXYiRiMVampQy19aJWljCodWN+cubHub6b78OvzxE1qnjZAn7JwzFWg1LPFXVcmHxfyYuLUmUQjkOxmR4jsJuW3mdRRgKGJyuYKBYJm6FKMcjCzV2RyJ8m6Lxef6VZ3LSllP42Ee/QJhERK0AnSb4vn+cmafyzSzLMmwrV/k8sRlNKplnIlLmuv+9prWnyylA/trU1BQIjS1choYGefYF29ix6wDachBumSOHD9Budyj7ZeJulHuISInneXQ1DHmSa192OZFtuOW2e9m3f4KhwT7Gu+MYA9kvqT88/dpJIbCEJE6TvH4lBBKDa9uEcYwgX/ht2wJ6UFX2q32Hj9+V/+QwxhwF/go4RL7wN4AHgLoxZgGsPwIs7X2/FDjc+920d/7A099XCPG7Qoj7hRD3G2O4/977mJ2eYddDO5memmXf3gM40sIkGY5l5zdSSZIozf8daRHFIVJlebOMrfFtgW0rpCWZrTd4Ys9exo8dpl6fQ0tBrHM2i60MSqQo8uKg0RlC5g08rgJHCpQw+UagNFJL7rznQfyizb/+y20Mjljs3lPktjsnOTZ9lLHRIq7js+fAPHc/eATll9CpxmQGYXIMWhiesoPnd8SgBGhl0MYmS8AIRWYEGklsDTCnSpyyqsbQ4DJ++JOfsHrFRiw3peJqPGmRqSpZHOEWPMrlInFscflVZ1MuGTZtPAnfirj60tNoMcXqlSWuuupsUiY49fRNZKbBqg1jnHvqJmp9A0ijSdpNfn7LvzB/YB8Fx8ItWWgSMpEhC5LaYD/DgyuxqiVqBYexlctQQ2NYKzZTGVuBGhkmU4LqihH6+scYG1vDSP8wS4eGcPAYGhtmrtnmj9/5N/zLz/YyM9nlWc+5ljC2ed/7PsqyJSOsXbuaeqtOrVLOFSlTjbIslFKE3YCsJ33cDVokiaFer1Pwy+x+4iAzk+2efkzu6qaRpJpcoEsaMpEhhELK3HshSroEJiYVhu0XXcx9jz5Epb+Pux68B+FA5jpMNMf52rc+0xMmA6FcUqNR0gKjUJ5iolnn4bu/yvotY3zr1ps56Yz13P6LOxBS4g2UWbJiDKnACIFdlRSXjFIeLuM5svec5faMRhmMMixZNoJ2LbQlWbZ6JU7JR8sepOFayKKHN1BFOS6pCBfn1YKOVZaGtGQVHWXEUQcd5SyXJInQOqVDigxDzly3hCyNEQ5M2Ioj2ofWNJetKlCIEq67fJg1S73FCPSE+ftUV7ATRhwlhGGMDi22n7GWROfz1FIJFilYISaJKBTK+K7E9hQlz0JIi3q3wc9u+wUfu/6TODi4okNBFpBkJFFI2AkJw5But0uSZriWgyWh4NoUXHfRuCXVWQ9qycitjI//rU//EiLfGCulKlqmzNVnuf/e++jUZ0haXZrTkygjqJb6sKSNbdsUpUeaKZphF3TKTLfLP375W3zn2z9h3759BGFIt9vM60lGYIxYaC3qzf+c5aN1TlIQJsPolDSNESInwwgh0BK6YZj7PBhBAYWbaErSQmdPLSz/qvGf3gCEEH3kUf1qYAwoApf/klMXC9u/4tjxF4z5lDHmLGPMWVJK3vzmN1Mul3n+pZcyumQJH/6Lv6BUKuH7/lN297e97S1EUYBSAmMyKpUSYIgSk3vo2jFRYNPqxIi0S7V/lMfu/j53fOcf+Plt/4oUutd5mUcIinzXdYTClRaWEYjMYAuFMgKTaIQwdEON55aoDNQouQ5KCUqlAqWkSr87gu0txbPKKFuSPA3jf/pOf+KDeOJYqBMspH8hLTJpsOwh+seWsf/wo5TLVbJQcmC8TVYskXZmeOMV5/OGV74EO4lw4jq794yjsgK2EbgFjycOHMUv2Fx2+fOYGJ8ljRWWY9GJIIlSnEINlRnWLl/JUMFjxCpRK1aIMUQzCUJ6gMTLBHFrjqPtgPnZkFpfBSPapLqJJQwVO8WRIWMrasRdgV0cwO8bZWR0I0FiIWyfRr1FqVhhbrZOuxMxNLSUbrfL+Pg4lUqFyclJxsfHsW2b8ZkphJLIhe7TnhiYkBpEhmO7pEmGpezFPot8w0gX2Ton3ofM9FLx3jGAPr/A8MAAVa/Izrvu5pwNW0hn22w7eRsF6VF2BSdv3Mrv/96f4joVyqV+CoUCRb8Px/HxfZ+CEFT9ITY/61r2Henympe8kr07D3DZxZdTKBQIZxs0pmcp+UUK0qPqFMlaUf63mrwAmcYJnu/jOgrXtpmfnafiWfQVHLJOk6pfI+mm+HaRznwjJwrYNvVW9xnMEJlEeIUyA8znrCfbAStAKYNtF8B4LC97FNDsPTBD5tawhE/NFbg6IBCSf3pSM1sZ5lM/irh7bweM/KWwxcLzfOI1XdgYuibgJ3c8ie1oPHuQNIFLtlX4sz++hj9+4yvp8wI2DZVYYQn6ky6DccRzTvP56798Ncemvs8/3/Bmbv769XS7sxR8G69g4RdtLCvX6l+/fg3tICBNE7TOFgv/WicomSFM/BRCx4nPQpIkJOnxukYcx7SzmP6hQUxkuOSSSylXKliW5CXXvIhNJ63iut99BY5rEDLmzLPWsGasyKbVK5BBhGwnmEZCMhNhtTU14XHSplMwOpfpWGTz0NsEtFmEqTCmp4LMouSNkJIwTRBZ3nEtyD22W2TEtmAuTY6TG/4D478CAT0POGCMme7d7G8C5wI1IYTVi/KXAcd65x8BlgNHhBAWUAXmftUHGGO48cYbcV2Xn932U7TWfOB97ydJIjzPWyxeSSn533/zMfr6a0gpcV2b+fk5XLeIQCHDiJdccD4XPnuYz39vH7N1C3P4CGrvj9m7P+Zz41XO++lP0UmKrRTC5J6q+f/VM3YWGqnBljkOX+/C/FyHZhu6NJg72GZJZZiznrWKnQ/uo39MMRvO0Z1o0exqPLeBrwRRqp4xMU8c+Y1+pu7HiUYTnraxsgRXSnbcdy/jRYur73kJZ526hdldE4zvP8ihtEV5cBhpt1kiIy579jq+cMsOqtWT2DnewqOfwxMRnrWKf/ryrRTsPkw6QH//KlI9zoH9E1i6xLNPu4D+SpXSYIUgShgaWcLydgdRkAiTUksNn3v7STy0P+XruzTKswnDkFYnJAgNA8sqDPSPMX4swZWCluWinSJuqR/dngZbksmYTjCH460gSpo40sX1Lfr7+xflHxYovgBxkpDZuRia6NFz5+fn8TwfJb0etU7mJiycoOMEpMZgP42JpSV0o5D+UmXxeneSiCQSJFmKFWu67Q4DxTKBiUiygHNP3c6dd97LtnPP5tD+I0xPT9PphHz1ps/yW7/5etJYEYsEnYUEWUpstdm8ZSt7HnmMRhTiORZaSa555bXcdNPX8byUD17/ft74x29DzXdRWuG6BQquS7PdwhIlEBGDIyUuuuJSdu94BOU5zDcDAtElDEOGK2PMz8ySzDTQwiIzYJ/wXGEZOpHmpdtP4qbbHkPLMjK1yKQgy0IMGtXU1CRM6YzQyfDDkLVLhzgyOc1UJFldhGPdLqObh9i96yhCRFi2x9MlHxbG0yEh27Y5fcjjaLPCTNahm4yzZMkQd+7P6FaPsm/vkxwNBIfq42i7TEEJMifj5w8HPPrOG/iTt99AJ3Jp1zs4yiLo5p3RStpok2ti1eszjAz2LbIGrR4zp1pxsWXOwpLKykkMOTd4UbhuIbBcmKO+7zM8MMjh8cOUB8p85oYvsmnLepROuekzN5FJzVd378cr9xNbIQ89Nk6rMU/CDHa5iDQKxyrQiFJi10E5iscf35tnJGmGQOYUT2N69M4e/CQFjrSQOqPg5XajUdBFo1C56S1CSFxbMlqtsNz22DlfJ9Rtkn/HPP7E8V/ZAA4B24QQPhAAFwP3A/8KXAPcBPw68H9653+n9/NdveO3/nv4P4AQhnanASa/iVrn0V6appCmWMLGkTZaGVw710kp+S7dbkaqwxzP9Kvc+egRZmYzpidmMM02aoumeWicVatHOXhglvOeu4q17rK869ZAoDKEVcjt5yyFlAqiAGNZPdGpaYxUpLEhCqDmF/D8lKOHD9IMprnzIZdOt4tfrlAq2GR4uYG9OL4965y6nBeh5AnR/+IGIXsPYgo4i9lOqjX1dsBdux4Cu0rf6Bq8LOFoanPqRc/hBa97Hc+74nwemzOcte0y9j34ID85WGf5prPp7xvkvGXL2PHow7zh9dfx95+4gaDt5EbqhTK33f5z/KKD0RJVMPzdF/6RWqXMb7z6VSwbHqbW38+SKIeWVCpJVMJ1H7mPtRs3EnkVSibm6HTKssE+Yt2gmbTpzhsyq0iSJhQGS/T5Q8zLmLLQ+MrGtQQF10cJCyUs0BYmg/0HDmJJQ7lvDKUtOkqTOOBrsNM8slNBgm9UPi2MRGiBl3aJA41wCggnQ+GSpm28okuzHnDBC5/Lz26+BWEVEEJh0hRLGGbaM2gtKfgelYFRLrnsQu7bsYPxA5NkStIl4J+/+w2WrlrB/TseZfWtd3Dhs7fzyKMPkynJg/ft4J49uxldv5b2fJs3veVNoGK+94Mfs/XUdSSdlE6a8DtXXcnqNWu44ZN/xwUvuoxEJjQOHeOKKy/nt657A2/+oz9iycq1PPLYE9x12/d56L5HufPuJ7jkikt4/iVnc+FFz2H6yAQrVyylPDLKl278PAOrljE2XOUXdzeJwxThWHiZyFksC9kmFkp3+cbP92BcF5GFvecuh7+MFowbC0/CpDfAV3/N4hXfVOx+cooYgxGKQ80QYwJ2PdYmNRnKFIiShMwIlFBwQm3l6dNbC4lOQ2bGNa1ikdLgGq773asxicXffPgv2HzySXztO99n3dINhMJn5fJRJupHiToBccniVa+6jN/7ndfSV1rKRz78MT7xqW8ipLsYIFkixnEsVq/u48jhWeyCi47m6bQ9yr4HzHDliy4k6Kbcf9c+pqbne1aOeXe4EDmUVqpWmJ+axrIkUZSiB32uedF5/PzOe/nEF27gM//wFR7fuYe/eu1V/M2PvsdvvfRFXP/V24g7MS07Q9gutgY/ARl1OGOjZLyZoouDzNSbrBwdYW7i2HGzXyHIMo0gp3kveJEkaGJPEIVdtARfKNApXSujYhRSa1pGMTE9ww4XBiIoONYzegt+5fr6X+kDEEK8F3h5b4XaAVxHjvXfBPT3Xnu1MSYSQnjAF4HTySP/a40x+3/V+9tKmSWVCrZj4dsec3NzeVrcQ478JWUufO4F3HvX3UxNTeEgqToFVDHn0l955ZXsfOQhdj98J+uWDmDbEaQJfe5amlkHJ52lqlJK/QHf+7nPhk1LkaLA1NQMe4/Nk1h5q3WWaegBQwBKSqI0yw3ne63oUmgkKSorkBmDUS7GaGyVoSxASezUkJ2I98Ni4Q0pCIIAy1I9KErk1o9I6s0Wtu0uUvWMyXJ5XW0Y8vpYYzr8EYpPmy6PlErUBjbw0l+/hv2P7+WRxx6l2lejPj7FXKfD0HCVen2ecq2fjRvWcc8dd4M26CQlNsli2u5ogZDQwcK1ihR8h7DVpX9wACkcmq1ZlGPjFApMTBylaNWQWYDxFCefvJkCLhPtOSq1AdzSIBW/QNSuk/r9eEmZyE9ZMn2YI8eO8uT8DLsPHWTTpk3s2LGDQrHE+vXr2fXYY6AT1m8+i8cefxQRx6xfsYwH547hWZBGHaIgxmQZQikclWJJRSglMtQkwqZUdPHsIlKENA5PUfEr6KSLRiBtP0/FFcRRB8f2icKUgaESRkZYwiVJI0xs8EsV4qRFGrWxbA+BjZQ2RieEYRdVKJAGKY5lYVk20khsRxLEAZZVIkojsijAth2UbWGEQPkOZnYSr1Ihw6YbNCj3DRC1MjIdY8sy7c4M5YpPrF082xAFAcrKMXvL9zEZRO0Axy8SpR1cq0jUjWgGLWp9AwhLLUa0Iktpt5voLCUhL4JaSmEraxEmCS2Jpw1lN+Ir73wBF73rdsasgEgnRNLDZCfQPKVgbHgIaVlMTEyRZbnt5wJO/ZQhBSbTDJQcTl9R5MePzVITNtVyRKsJqzYO0YwUu/ZNsG55jXajS9F3yBLNXNegRcrKkRLSUXTnBf1DDnsOTaJjuSiMF0URliWRVoDOLLQ2+DVNt64ZHugnzgRp1iXoZgijyLQkiDS5tlKvY9pSXHnVVXznn7+JZUuwFHnylFIs+8zMz3PKKWcze2ScpDlD5rr0JTDXV6J9eJKu6EX10kEVwUokFQlBGpI6LkqVsVTGzMxMj1HYYwHCIix1IgwsjSZRuVOhbQRF22VeR6g0r0+4IkEkCbYQDCQ+ERpNxk7i//dZQMaYdwPvftrL+4Fn/ZJzQ+Cl/7efEccxg0MDgKZCH2mqEWmcN4LNz7Hjrjtpz87hSIXnuARpCt2c0va1f/460oSooMhI8SRs9TjtICIrzFBolxisuOi4gGoW6YgQKQrcv+sgHR0RY+OYnCBmSVDSJbRjojDE1RIsF6ETCrZFnKhcJdMYHNsQpRGSECUkSgti46J1hKaLlJXFybHgQ5qPXy74ZDieRi+ca2caLSHLPFSqETQZiSS2azNWWs7B1iyZawgtzbpTtzI1PU0zTeg2G0R+EU+VmJ2a5st33suZzzoTheDIocNYEkZGhul0OoxPTeKmBmdgGMsuMK8M1lH6fbMAACAASURBVEA/YbFMs9mmPNDHG37vDXzyrz/OzLGYmdLjuAEo3+f2OyZ4wYUvpFwdxC+7mCQlaNSpljzsQh/1VohxNTIO8R0Xk2mEyCGPoaERHM9d1F0SMmd2LHUE7eEh2s/eyvLBbZg0YGSwD21VFn1awzjDrZTQAlZ6kqMHn6T/lNMxCcxOHeZse4hm2uKHb3wHdqlMahTKschMRrFUQ8uYgmuTqS6nbT2dH//odjwpkI6L7eVBQCvx2bbtbO64/RbKpSrVwTIbVp5EZDR33HY3G5avYmJ6CpShOR3w27/zGr74xW9w653/h7O2bmWotozvfvN7PO/SyzjvzPPIngzYOTfDSy59GWdvWc/b3/VBxk5az7POP48bP/01Ttm4js99/rNccfWLaTTrhEEGgcVwzSeajWhE86QaBu2U0ZVLma+3sBwHGcnFZ2xhQUl6SrcyTnGUA0Yg4gztHpc+L4URkWXwWnDBe2/DsjvMGAdLWojUJs06J0ili0XRt4XsVOt08fhi81Tv2bWFxEayYvMqXrhuKfffsZPhgQJaxhQHUs7ZdAFHn/w6H3rf+/nQ+9/F3338Q7zp9W8gEQM0my1efu3zeNYZp3P9+/+WMJigLDNa0kEIQ6VSYnoqJY5TPEvSDhNGh3zKozZ21iKJYkoFn1UbNnNg/xGCFJqtgNyruifNYeUb4Te/+c1ez45FoVjk2OQUvpBIlSCEh+N41OeP8ZLnbuUJYxB2jc5jhzCuxQq/QKBhMk0ol0eJO7O8/Z2v4a/+5nOkUjM7Nc/mTZuZm5vrzefeterBlGmagpJo05vrAkLb5PXHFOKwS+wIXKGoh12WUCHGY9JKmRIdhO+QBHEu1fsfGP+jO4FtpYwvFeVyGc+SdIKQOM2oDHpkrQRfpJy1tcov9gRYdvU4pmti0jQmzRIUhqqluOScMYJ6iHRcPM8jyzrIdA5PeJT8Op/7keLc01fSllV+es/DRNLgSIEQECNY5uXFTF9UuHLbRv7i5gd41qoB7M4sz33WuYwsGeOzX/0S97ZcFAlODFXhk7o2gU6JdIpbsBBkGCFzyQmTLRablFJ0wwBL5daGlhRooVFaMtftoJS9SBVVwhCnmhgoJQLtpqwOY5rYPNckDC8f5PPzs7QYQMe5Vd+JLe2Ok3eUZtnx5p1CoUAUBWidMjjQh+6EtNKE0bWb6WYZTpDSWrOB6fVlltX6GdlzlD98zav46Af/kmrfEFq7xFmC7VokScbExASXnXMKASnHZkNWLh/FtxTN6YSKN0jTKXBm6+ccrre59cknOXJ0llNO28r9O35BogVr12+gPr6ToKMonbKNzp47UHFGaBu85Hg/huzp5kkpSYxGKIlOzWImk/YKbY5UZLHAcj267S46Pc72kJbAGqjhDTrQspibbFKmQ6wkaRATmxjXU/S5/dRbDYRrUy0UaQQdyDRKgvIVcSfB9x2Gh2u4qsqhw0cxZIhA4w8WkFIyNxsQxXWq1QG0tKDbJrRyOLA2WGbl2EZIY7yCw913PYDv2axev44njzzBQKYZP9ogMC4138Jg0YhCiBJOOm0Vhw7PUvSKTNYnEV2NNTKKewIvXycxzShDpxlFmswXNlLNjpIIAVkbE5UQVpoXIS1rsTt4cV7pp8I7QhiWDA8hbYuNGzZx6623PSW7BZ4GB0mEMKxf3s9QLeGehwzICG1ClCMp+hUajQ4mzRhdMkiz2aSThNiyiCVBWIput0vBKyJU3qFtiBbvtassXN/iyendPPiz73DjjTdy2QvOZcP65/OCy6+hGea8+ajTZbBawBR8WrMdhJXbOBrdg0+yniSLJXALBcKog0LgFwpUCjaFWpVwapqK3SVNJYlVpGs8Ztt1fBHTiAVS+gwNDhLGHQrRNJZTYCZIUE4Zr2gxPTlDEii0TMk4XkT/ZfDZU4giPUHMBdVVI1i8V5aVy5kkSUJbm//vW0JaUpmSnWN8jso51/21ChtHBatGE17+Wy9m3cgwL3rtP9JJIlw3h0miJEWbjCSJGOzzGXE9tp9Upd2pIzGYxCOVXQad3CVpZDjgk99QrD5rLT+9cwdNyjiARZ7mJj198Hpm0681ujvHVGEQJ5hhuKRoxhmeJQnQCKfMVQFsVAFDdpmj7TqzVoEfA9O2hZSGJNMg7cVoaeGrE3RxbA8lyf9OaVBaMttpY1nHawC2EhRcD5VpEltRCjPcQsrlwuK3p+ZQxuJNaG73aghzvNNRCxaLdVpolHIRJ9x+rXO562XLx3JxPcdFl/oQrovqJojiAF7cgVaIWN6HLTRJN6UVhNT6xpCWpFBw6QZtPM9hy+gIsubTbAsG+soknTYFdwjTgZayubD+c6aOjXNYlfjyz+9ky5ln8tCuR1lTivGXncTHXraWL990Gz/s1Dj88G60yRdjQXlxA8j08Tb+lKzHlDhe5M1MXrxXQqCIiKXANgrLtiGLCeMY2ynAylF27L6bras24WUDJJP7SJVCxxleUaIcQUmVmG91ybTGQdLtkRGCbsjI8j5sYTE7MY3jOYRBSiY9ypUCr7rmaj77xX/scc41SjoYI4iCgCWjy5mdnc0FwnSKXfD5f7h77yi7zvre+/OUXU+dphl1WbIty90G2xgXisHE9FBCIBBCu5ALJIQAIbSQAuGGkgTCTSAxBkyI6R0MoRgTDLhiy5YtS7Zs9dHMnJnTdt/Pc//YZ2Ykwn1f3vcvFnutWWvqmXV2+dVvKWWBwK/w8qPRRi496rJaovbzLk5ZgPbZsGk9t99yJ695xYv41Ge+xJqpCWY7i7iZod8IcQqxUmTEhY8dHuAb73gB7/vYV7nj4BLTOez16jzx5I188979WJtTWLPSVcGJejPLy1KoxpPr108Aktmjx1Z8u5eP47kB1loCv0WSLTAZWoqyRi9zKE0ColriBkFAZ2kJx5FsmQo4ONfFqgBsiTAuVlXyJUhFnuZ4joOxq9faEWAlaD+h5QaYUuKFGXOLFs9t0h30ieOMlq9o1UKWshyRK1ASS1GJNApTdaSmUhdu1htEaY+zzjiT++7ZRX+xj992OHt6HTP1iKZUpHoddywM2X/0ICklttS4SGY2bKRBwYzoEoY+u4/0KFpTLHXnOTbfIc8dkOUvlW8+notwwvdMxT9ZGRUd9zdGribfuPjVEsCvtRooGKTOsWRkMgYnY2gj7tzd52vf7fLyV/07r3jt5zl6dBbpaNZuWM8gjhimGanxWTe9jqwHquZzMFE0N63nrK2TPPuimFc8/mzWb8jIXE04HmN0xuZ12/jdJz+VLBquGDYbIM9zEilZGsxz+aYOaybBtTnU2xwTNbo49PERqsZ44TFdGh6bCM7u9XhG6fDbhWZSljhGIawc6YVUi7flD2sNKLGC60U6UFZMQgkoYfFdjZZQiILAKdnWDun2OhzKuuzpZHwnlrxjeitPD1xuVgZjY3KTY4QBBZEckNmYyKQUokSQIooIyQCpCuq1Gq7rcnT/QQb9iMHCAun+vfQe3EPv6ANEu35AdHAX3fl7KPbfyezOH+Nqh7e966+ZmArYsn2KWnPIt77+cb7+pX9hzYY2oogZ9xew8VH8IKMfZMwHEooOe1JN0J7kJ/fdTaZTTqoVZEKwIYRm2YfZB9m2bQxp6qSeRyIcjNEYmVGKlIKEknzlA8CVBlcYsDnGZkhbVPLbypCOcNe5BFvElGWO8jUFKXUDj97yaPR8QrS0nzPO3c7zXvy7OIHHq17/WvYc2MNAp6AkpTVMbJhkbO0k0tGMr5ngBzdcz3/ddj0v/cMX0jMZf/vP78MQ8bGvfIFD3QVuvOMnPPoJl/Afn/4gxtRRk01mTlrL7OwBQhnTaIYs5SV/8q4/4lGXXcBsb479c3NEpiAyBYP4CId7h1nKBzz7hc9l08lbkdryqMtP5/TzN3Lv4T2s3bKJ33vhC/Gn6ywUKdquBgRrLU3dI7JreMG7Psd9PUhbp9BvBXTkFD+7714WdQ1YR7tWgDuOG/gETsWz0FqjtabpGLruFNvKnLXKpVZqRJmRjwzkjz8qyWMLokRKiOIOUjjUdYsoyxF2iKJAY7FFzGAwD8Dllz8d3RvQCCapjZbKoixAuNhCYXKJkh6lUUhTohl16yjiNCZsTFBoHxEGhONrGGu22bR+HdNTLc7avoF2zcPzXBQOWZ4wsDnDuKBIfUySEMkI383J6yltp8TFcs9dO9m2xmfDOKxfM8FkS7DJcWmbAWt9l35ekOQZaRJgco0sC1qtgHHf4inws0XGXIlWgvVTk5RKY9zqnlX8cgjt8RIbK18rhZGCXFiK4063MabaC1iNKn51Q4Bf6w5ASW1bTg1PSYSjSeOMuuOQSktS5mhZIIVPWhpMWlCv10nTFEQX3/VIhwmFJ/BVC1VafDPkn/7iGTzhdzfhNh/Pvm+/hdt+vI7G2ile9r7vorIuT37sxfznT26jlxS4UpHbSvIhLwsCR+NqTZwJlLZox0MozTAZMjM+Th5HNFo1WkeP8HZHsmlYMNGc5E3RAjcFkiIXWFnps2SmHNG21agDEPSTCE86K6zFSmNGMYiilYewLEuscKjVPJS1SM+psNZxjBOEDG1MU9dxPegNEvI8p9ms4I2ySDDKYh2FjSxFYRjGXXxPIYxGWUEeKuI8oRCW0A+whUVFhtMuPpd9D+2m34nJhwasQ25KLrz8KRQssHl6C1FkyQsoteHY7AHOP/diBCFFHhEnJX5YR/ou03XBeWdP872PfYL79txN0J7Bx7C5XWPXsR6uiNg3cLhyosNhZy1HogZ33ruTPMuwtlx5II6H6wEUpqRVCyoJgLIkMdU4A1idUWMRIzNuWxqsq3DyFH9mDRc86Spu+89vk+c5DZPTz3MmwjbDJML3K7mJLKqw4o5TIc9sMcQVirhIcIIQk6UErRadzhKhdRCtJiz1cdt1hnFM0/foDxbxvIC8kJRxTJwkrF0/wzArSEUfD5fBMMcKzXSjyZEjR5BNiSklQVBDKsOY6zMcDknSEmurhWCUJjRrDY71emgjqY2NIe3q2EbkfVR3yF88dRPvuP4w5233eca6Gf7qx3t5uGgwZvt84iUX85Q/fxXT57yRLOojTcVJgKqSF7bEsYK///1tfPIbu9nfOg2iBfYfnsN1vBNGQCUWV4BjYViujpNm6iHdNKe0x3tfWApboHWTdTMb+J0L1vPPX/4BntdgtsjQcYpwoRaEJFllqq5UlQCWmfQArqykmq0XUBQZeRGjrEO93iQrSobdHnVPYZWhm1gkgiLLmBwLaPohmhLPczh/qsV373uQ8Zlz6Bz9OcJxeMmTL+XGmx+gPrmW6WKJtWvGWIo7tP21fPmOh9D6GK017eo6jM1gxAY2mQVq5RyFkOybyxnIBhPjDb520y2U1oCoYOGF/eXoqdXdijnhXl8+jvf/Faxyhob2V5OC+LWWg/6nf/r7d15y0Qzf/c4nabUbZNkhXvrcR9Kb20dGjz991ROYWDPNoQOzZFmEMSmQ0+nfy+k7xjjvggt49lOvYuvWJqeeFPCzOzt86TsPce2/3MWHP/R9Pv31A1x3e5cv3HQHxTBBh3XuuucetNektOWIpKHIy5KJmRn+5u/ewxe//k0kOUILkqLECEVWWIwRuF5A1h/QaWpuH8bcDnw7G/CwGzAsNFJrrKhMuktrRx4AIFUl8ZeVBa6WCAmOqys4mJDESbJyYcMwxOQZaZzgt5scPXSEaBgRpRm9QUJDxbzuHa/h5lt/wlOveiY3/exW4iRlEMVc8pyn8aTnPINOf47e4iJLWcoHP/MJdj+8h92795GVkjXbtvLaN76Rhw8f5MYf3cJNP72DnQ8fZP3WbTR8RTrbo6ldmjXLls3rCYs+T33EZt72hufy9GdcxI9vehB/chpXrWHjhjU06nWkU3D02Bzjk23aDcXLn7adc86tsUbF1A/Ncu7WdUxPTHJw7z2EJuKVl5/BhOvSKmHHmGK9HXLroUWMLSlKKrbuL9GbkaLyJ86KlKbrkY7YlssJFUbmJEIgRwowVlTG9qFWLO7bi+nMEw1j8ANKKZg7OkejGdLpDPA8j7nOHMhK0G2YJqRJxnizxfrNp/LQ0UNMrVvL/iOHWBos8fFrr+blr3s5N3zz++TpkAYJvSihN8xJopTcQmYKdpx1BkudJeIkJu7nlFFOmZdgDEGtRpymkFhaYYN8GLPUi6g7lSF6lgHWkqZDcmsIGw7j4z79pQjHd6v3Oaoii8LScercvKdLPzPc1/P50aGMWdnmJev73NEZ54t3HePdH7geaQcYo0FWqOQVlAyagSn40s+HPBiFbK3lCM/HFAVKe6tqq4zgzbZi34a12oqc+iDLR6+pVjgaU1OTFGVBkpQMhzFBscjuw4s4jiJJMq7YvoUD3R5xmmBthf1nJMexvEOztqC0ggyQeY4pYjwZUJSSNC1JixhpPdZMheRYSlF1NWQpZ522mZoniaJFtp5U46P/62UcO/wgg3CCzrEl5gk4NjtkKc/wWw1OnvJwpk/m3d++lbt2PUzpwCMfuZn3vf+9POmqx/HSl/wPfvT9m1nbkOw8eoxObOikEdNjDbSjufuhw+B6sMyf+CVEOvjvPr8rUjf/jS00UgsdCf8Vv6Ic9K+1J/BSp8vS4lpe/eq/hJrD+m3nsetQh34qmT0EH/3UbRw7NofAQYuALItwdYuNM2ejXYe52QLPERhTyfP6XoPWhiY5Lo4s6C1CYI4gnDaZk6CUoJAus0tz1P0QlELayn4vyWL+5V8/WimCZhZhJZNjY/SjmFJYatJhKErarTYszjKvXfpSVvINVmO1pBAWK6pMrqylQIFQaJOTKglCIkqJVAKTV6MLISVS6CphAIMowlUuk+OTNGoNGqeGlUeBURibU5qIf/vgNTSDMX7w/es5edMWGo061pY8cNvP2XvrHZWLWhQzE9Z43ytfT2ENm6YmoXRJD85xzbv+gXLY5YodZ5CXBSd5godv/jGmVRAGDj4hqlZjYX5IOF3jR/fsZHj1J7j5zsM8ODfBtg1nc9NtN7O0uIU4nmXtxAQHjnUJfcVJY+uhDp3ZeZzM4X/+4xv53gc/xVI/4dy1Le7rDrjk9Vdy21s/y3RvF8/4yOf54e+/nVwWldNFXiClRggLGJBgS/C0R1YmIxSFITMJwlQ46xVpAgHWmIpsY6ufaSMwpiCNJcPYECgfTcopO7YijGA4PeBJVz6eaz52LWFY4+RT23Q6HR5x4SP55re+w5aZ9Rw6fID5QUyR5bz61X/I817wPM489VR+50XP55wzz0VIhyLPiHWNPC9RouCs83Zwz+69eFJz/+57aYceWQZRUTLmt0jzGKMyCptRmoLSGLrDAWVpcbVLUWQoNwCRImTBOWefxT279nHlE68iyQd85cGvk3ngpgIpJBZLLjVeljHd8siGhiTJEGlOU/s870VP4vp33EZfdhGOACTWJCcEpqpSLXClxNoMIVJibxKVp+RxQVmmJwyVpQjJTR/fr5MkMVCh+hpBSB5H1BoOBTWGocOxxTl84VIWhnPPuQitHiYFlBFIXH56724S3wFXopGVNpaxmNwDnaIBJTyEp1kaJEjXEgYhRQqIEq0FVmtUFKGiGE9L1MRJjE245L05CjT3PfwwNU8zNxvxhr++msMyYYvTZLbuIR+aRduEqDektnYD3Sznw/96LY4PMU1aDvTiHOXlLM5HbKs3CMfG2BS2eesH/oiHu3287pA/eck/cOqOCepaEGeSwpGYZSby6Lwdz+QtbOU5nGXZSjKQUiLL0WLeXU2i4v/HMOfXegRUr/t2olmn18256KJt3PLTPSTxgG//8KO8+HlvYNCrHuw8z9Fa4nqCLLVkOmbPPbdw0TkXszQQKOWB1VgR0YtTwqkxsmjIhskxnEGP2AbMJ0MmGmMVn8B1kVS+ndJWLFHHr6qbWhgSDYZIrWi1x4nSjMXBkBm/RtFwcHML8QBUjkBhrUBTqSyG9RpRMlwJSLmtqiCPnEIrhlFBqDVKCYSwCGkpraLbjVHuKoNYjyrawWCAGG3+MR5KC6zNR0YTy227wXE13e4S0soVEl2xzJDVFTSPosSMnIakrPwAlpeAWlqUA/91/2389Nvf589e/TocxyXDo71hIxdf8hzu3nkHuRrns5/6EJs3u7zzL69hz31388xnPo6Z6Q285e3vYCJUvPWdb+KScy7h/r238cPrrsU5fDcnb9jI9+/cy+k1ya5D85hknsnpkyl23cIT/uhxLPz4CM/79kNIoYmi9ATLzCLL8V1BnBYoVQEGpDWUtkQJhZWrRjqr50QipVmVKRh1FGVeoLRkfLzNsNcfKYdKgqAat9TrddwwZDgc4gLRiGnsuQJlXTwJSZEjPYUPpMZilCWwIXGRjITKugjXReIRepWWvS1LsqIkT5aQeQ1nzKOIC0RpUe2AeBhRYHBs5TVQoAllidAOuRFkeYrramwusVIQpwleksHUGLbQq/dNGZFnJVEUY5FYbXFMSeoratEaFoNDBLkzuuargeX4BHC8bIKwJVu3biYpYOHILIiqi10+LAVSKKw9UegwDEOKYZ9cgmw2sRedSbG4hHdklnbq8NtXPJmZ1hL/+OkvsaE2xq5+iWv7gEQqh9wYXKVH584w5lQuXVIECJWQDMAJFIUtsHhkI9N4V0qMsYy1PY51Folzj6BVKXdGi32cIMTmKSoz1Fxwg5CmrhNF85x1ynoWFue49IpL+dnOg9x0804iqbCqxMmh1Rznr//mTez8+d185evXEw+WeMFz/oDHnHEqz/jdi/nLd/4Fz3zyU3n/+z/Bo8/dwV99/DqWkkoJ9BfZ0ieMdXSldhDFcWUMs3wtR/W/E/gkyarm0/LrJOZXGwH9WieAM08/1TY9yf33H6TdcugvQexENP2M0J1gfnaA62o8XxMNLI5nMKXF9T0GUYcy89BKVV6goxm650j+7E/fxLWfvY49Bx6iLTJc2WYxjSk5LkjY1QuT53klzCQEQleYYakVQmqk4xInCWNKsSQLWjpE5jlCpBRCIqwCLFpKlBUrPZe1diUBBLKksBCnBi1tBedSjHxONf1+CmoV7qWEod1u02g0QFXmIXbEMDYlGFusmFhUUD6o1QLqnke9XvnvDgcReZFUi+aR57EZmd64rktmLI6oyEIyFPhaoiUYNEUiUL6mn3rsX4zZsHYGITQbTz2Li869iOc/95m8+nVvZtjrcOjQvbTG13Jsfo5NW0/m2S9+Ka978VX8yye+xiev/lemOkewrk8e1EkXHqCTazqLEY89ucZvJ4d54qOfxYfv/hK3mA2kaY4pqxt/mebfT2OEBVMUpLZCiqlckIgSk8cY5IpcsBjtXIwxSMdFa43ruhghKmjwMCEyGdoYugtLeLUaWVG5ZPmBplYLiYpq9nzo6Bxrpqco+hFalsRRQdDwibsJBoMHWKkoZYkVLnakLxO4FlGr0/RdesOUIsspspw1E3Xy+SXe956nMKXW85a/v5Z7DpRsXNfA5BkbQ4ksHRqbT+J7P7+Xtq/ISkMvToFKfdKkXUqjQXr4GLJ6A2WOkx4pDTbtEuWglACRY42LIyBzhshBA+tlI7SJXak2f1G3arkSdZVhfLxd8UQOPozj+nSyVb5KBTEu0G6JQJGmJSedtJFjDx8k9GtkUw3y3pA5o8BvoPvHmAlcnn75VZy+xeNfP34dP//5brZeeBGnnTLFVVc9i3f+1XvIBUyOjZNEMeMT08wc24NfE8znAj0WsG+/otYoSS0YQuKk4i7kZQbGRwpLIVOcXJHpHCEVnnCI8wLHlpgiR4QeJi7JFYTKpxCCsswxeUYtDImjlNB1KEgxxkcwWoKLEoODLSzSZKQyJPQMVrmUUU5apmALcg0Bzsoea3nWv3btWg4fOUJeFgjA9f0VDatlU6wTxPZMpWEmhFghyMKv7gn8a50AlJR2rBEiLcTDIa4bjCq5agmnCo1Xs5z1yK3cestO3vXWt/LGN78HA2zZsoX9+/dX0gkjsbDlxVF7rIZ1a0hT4mWK9739b3j1617Foi4wViILSW7SFbex5WAqhFhZxCrlUGIJrCSyGQ4SowSuVivZefkQooIhulqtOC5ZaykLULp6GA2aOMlxVLpq0GElVjh0FgdIhxU7SpnHeO1xSlfToApohV2F52VZhjWQ5SkA9dDF9zRSKUwBJi/oRTGJsRRGI4oCWySktqTIK3ioxKJ8t5onujmPf9oT2NSe4ZOf+Bjb1m9k4dgCiXbZ+eACVz72ChQB7WaNC889n7tvuZ0Fq1iY34UvJlgczjE21mRi/Rac1hpwmiS9PoPFWdrTTU5as4UbvvkVGn5GmgnCaI5nXHk5hw8tcPMtN7HfVxSzS8edz+N0fGw1Q1VKQTFCTIzgcGVpVjSUhBAn4K0nNq9nbm6OqakpxsfHmZubI3QV/WFGy3HodhYpLAjl4nkCIwXrVY37BylNHbOUZNTb4yzOzdIKAtI0RyuPvMxQWYn1HUxRrrBipazkfCfrNYrAYe10jfnZHsadpL90lHZYoy00b3nRNozX5E8+cD1DQk7yFXldYxcWSDNJV0qM8GkHApSms9hl7dq1ZFlGP+pTFpLTz9jOXTt34bg++XGm43rU9R0P7xRCoEb3dGVpWX2/oQR//Oh1/P2NhxiMAk4FTLBYGXLWuKXe8DmQ+Jisy2YlebC3xEJcFSGOdkfhSDM5Lel1IvqpxQgfRYYB3JH/QKWLU0lSeL5DKAKQQzr9hJYbMpfF5ErRcBziIuaKp1zJK1/5h7ziBS+mEbqckXcJgxLhQKO+ju8NXWqmBOlUY7+RWbFyRtwBa3GkREiFVA5m5LilpcLYbCXhGWNGz3ux8vVwGJFlGePj4yea34iRTlW6Kr/N6Bl0nEqiOo4ysqIkS8HaHNcRlR/B6LldjlVqJEvh+z6DODqBbLf8/5aTsSNWDaUQq0qsw1/REezXOgE4jratRo8kLwAAIABJREFUIKwE2ChJkpFUAVUQlUbihZawZTGJh7VQc5ocmZtbafmVU+GohRBQjMxDlKXILRNK8h9PeimP/Jtn89FnvIa/3b+bwmvTzyOEsSsJIIqilUpopSqioLCGwEpUWUkAl76mzMsV0tXqIXG1wJQxjuuvtNbL1HmlBUjNMMrxdLnSrRhjsMJhcXGI0KvLzFIYtp5+Crv3PYBZzKoEJ9TqjeH6qCKmlC6MjO7zskApizDgaomyBkdDvd7Ac4NqRBUEuK5EKkupBB4pU2MNxsamWOh2UBayJCbqG1K/QaQCPvftW3nmYy/GUYp+fxYdd9i+fSM7F7ew7vDD3COHXPDSP+aUR5zJKVvXc/qGddSxtD2J8Dz2Hz7C7ELM3j27ed+rXoKXROQokrBOJA2PfcQF7Ny7k2zv7Mrop7DxcUtJtarsqORqIPsF+Nzy59ZWJKdas4HjOMRxzElbN7Fnzx7KOCJstGkFPoePziEkjI2N4SjL1BqXetTnJ4dygiwls5LMCgpTMjVWo99LKMoSt+5CUeIrhyhK8DyHOMkJRpr1NVWQWxelA5I8wndCAl8RaEFSNnC8RYpu5XEbhBKjAgbGELiWLDaYLMdttskH87ieR1YWlIVkcekYhdCVpow0eG6dCuNyohrn8rF8HxtjRlo0VQBzlu87NJtNnwOixrJUAlRw5My4jOkI4TjU22OUecRW7ZLkEaFqcPvRQ4StSRY6Q/KyRGLIpMZQUlLiLj8VI76GGUGfK1YuWJmjpE+RAyJn28w0Y4HPHfc/iNU1MpngBR4eCj+Q7Gi4xGnEUj9nztG4dpxa3amMZ6xAiura52VaEcY8jzJLKY1AaZe4SCrBNQTFceRMW45UQe1q0F1OWMsotNW4sMp5WJkiIEAYyrJitZdZzmWXXsp3v/c9Dh7tYqgc2I5H+hwf3IGVomX5mi3HlWJ0vVy5LA9zIufiV00Av9ZLYCkUWruVz+hxF6Y9Nkmn0wEK8sIhDDbw7Z98i7E1G9g8NbVC6Qb47i03cckll/Dyl7+cz3/kGshLOmVMIB1mmk2O/fhe4pMvo5t0ETVJmVqUFohylQG57PV6wsUxPo6WyNwyFCnjYYM0TQhGJhQnoFSspihS2q0GSZZVaBVTWT4qLSqbyJEPwDIprPpfIGQ1SxUruo4gjWD/7r2ErqQ2VlvZg9gRrC5CEhRQeiFK5MyMhbTckjSziFLQ6w1ItKQ+MU0UpbTGJ9n70AEOL81SFpBnFsfTmNygdZ+82EOr3sQqRVHGCAVks9TbY5y3eRorS2qh5tbbvse3vvxpvvPZG5k9so8y7fCG0uUbbkhz0ylcfOY6nn3V89g+3eb88y/k/r2HueiyR3DSBY9Ejk8TW40jSlSSs9lXRJ7DvTfdRGYzLj5/K47jVEY9fkC/369GYlKPzHscitGi0fMCitHctyiKyuHK80BWD22/3ye3hqmpNg89tMTC0WOsnVxD3luil5bkOsf3Q0pfsuERO5CDPp08Y3GgueyxO7j09C383T9eg9SCF73ouRzZ8xAP7j3CjjM2kw06fPa73+Qxl15GXlSm7J1Oh+EgY+36dahhl4f2z9JohJx92jr27jnAbKbZsWGGA7sOUJQW4Qkuv/yR/Pm7385fv/aP+cb3v0Wau1zw6Es489RT2bF1Hd/83FcoyoCX/Y/n8+lPfZX3vf+9fPhj/06n06HZdrjr1qMIKSqhO6VIkgShqsd9GTa5zPQ9HmK4/NxYpZgrBUZWo7aVe1pYclGwVAoawtBkiBMEHDnQYW+SMLmpSUM1mF+cJ9MSKyUWD0WCYwWmlBhVjZgQinJZDgE7QscZbCEoLSATdOnx4OEeYWBxGxNQpKhiNGJxLFvqDeJBlyPzEbPW4gJDe4ROV2OsoLDg69FuS1UqANGwpJ9laMclLzK2bd3C4f0HcJRm05YN7N27t+r6i8rCU9vj9iGUK1OA44P2cnwAsxLQq/dYJQcrYNPMGj7/6S9irCD0AnJjycpquWusWTkH4jiDKGsthTG4Wq/c/wCnbd/O3r17V8AhCNBC/vfY8/9y/Fp3AK1W2yohwGTIgpUxTFLkuErjmBKpBcKxqCBAeT5Rp48tV9u31BT4yqmq8jwnTTMKA54jaSP4+DNfzUXvfSMXnHEqS1LSzXJsLkCVTIxPs7DYWbVoXF6zG4tjHdJsCStzkC1Kk2ILjXRKAkePfl+sXMCm76IoKUy5MofOC9AOKCWxQjMYpoSeWEkCgpISh7nOEO2uLj4r8pil3x9U46WRVaTWVTVRlCm7rv/fXPiC1zPmr2d/Zz/nXnw2d/54JzbNKptK4JLLN7L79gNs3NbkWCeh6TXxfZew5rOxJWnXM0o9RNPCWMEwjxn0M4RtcKh7hFBv4L/uPoQyILUCndJsjmGHQDjBulhQisOc/PoPcdlvP5kJ22ei7bHJqzPWrJP3+7TCBrNFwjfu2s9rf/sKxGIfr+biK4kDBL5PsxFyzz33YgFPAWV7tc120tVF5ahVt+4qnlpl1bXTWiO1whQlkck5ecd2kJLNJ21B2ow77riDrN/BGo3nK0J8At+nX2Zot+oU2sBCmTMu62SOIDMGabPKc7neQiY53aLPWCMkjAu6RUrQqJEmEI1M3uuupN/vE+cFrUAhtEteisr8RVRyIFZpVJ6yJqwjaxLddIizkvjYEtMNy8k7plk8NGTvUUOSpZWkhGOIE4spKqOkKM5YLvh/8Rk/HhYrhCAvVhe3yzIDJ+LOVwOKFQZjLSUWTwlcFI1cM6ctG4uYN13pMx0Y8iRjqe+xq2850MlYosGSURRFylD5ZGW5YiZTFAVoRaWLIwBDmpnKhW9UaWutKSyVtIYd+XJow5/97hV88ls3kyRLdAtDGNZJ8xxdSlptvxILVC3SvMToARqHwIZ043lq9QZpCUqWjNdq5FG1KzClpBQp9doMUkoOySV0FJFgqOUhjhbE8ZAireNqSZzmGLVIK2yyv5/SMAqaHqEocB2f4TBmcX6BIPTQrsswyojjBKgQQEacWN3/4vGLHez/7efHgxx+I5bArVbbNsMQbQqSpCI1ZVllKailounUq7azofGExAslC72cKC5WqptluFizVmeQxohR9Y2U1LXDZa02H7/he2w859FYpyDKcshLlASUuyJoJYRAm8q5qRSW+po6c7MDhA3xRBebCyRgtcHXaqVVrBa54AmLosTxnJVWsiwNWrvV70nBMMoI9Co5DFElgNn5foXyGFUWEvB9D993yUdMyVVCmcSRAS0nIa9P4rgl6xsOa+uKvCzIe3OYLMZrjJHRIVlqMbu4yKB0Scpq0aW1pKtSHFXnwvMu5Btf/xrDBGq6hrU5fmgQuHjWsPGMccIyxQqFkB4fufo6zj7zQtIcvNoUnuexuGMbL37xizmr0UZ7sKE9TqAUP589zKPPu5Abf3gTX7zuOobdHrOHHsZGA1ztkUZ9yqLAlBmNQLNmzZpqceuvLsKUDI8Ty6sCmUN13ZIkwSix0g04TsWuXkojbGnRnksQBHhhjcXFRZq+R68zpOZrhtryxrf+OT+75RbOf9SjueP2n3HX92/i/Csex+ev/iT1hkNnMcYzipnJGk9+8XN42fNfyNe+9ANOPvsM1oy5HDpwmCP9RT7zqWvpH+uRRktE0ZBavUFvkBD1I7TUdIcFa8cmmF9cQDkSawyedJFSsWFmkiNRl35uaPkBnshxtE/DFgwKy4NHF5iqN5gfJrSaIYNoSBAElGVJmuaUozHGctFxfOBfrl61PG4ZKSps/fGyDicQk8RIb0kwqowdMjeinlUqvaEo8KigjGMS3MkGj5+BhTRmXyzpZQWZCSiNWPEPNqYi5FlTwU+zomRgSlQBVleFn+M4uCpD+g0GkQHr0nASTh53Odg3/NZl5/Hdn91PP4dSehwuXH7nWb/FVz73BdZPhpx6+hmcfM6T+OkNX2P37ddz6qnncPBwh6e99OXkFnbddju+kNx/y+084pEXcd/+A5z9uMvoznepuZp7bvgaweRpTKxR9OaOYnVI0j3Cki5Z40xRlDFZOkTaGDtI6bkeNVmplFoMg36MynpYVcG152YHWOOCLE8Y8/x/jcfH/93xn/9GJAA/COxEvYlIY5IiO6HlkqM3G8Up0nU569wdjAfws9vuJ/RD4rgaBxhjaNXqlVWcNTS1Js5LMgye47O99JmdMswtRTzirHO4487bcQpLYRSbN0xwuDtY8RitWU2GIcPQHluPb+b5nWc9hk9+9vv0hrZCfGSW0HVOXFQCvgRPC5S7OkcsshKtPJT0KFRBf5BQd1Zn/UJbShyOzvUIvEoMrizLyo92uQrJxWh5VKKUXJk1xsCGLS779gw59fRNXP2Zq3nco55M6LcrqGygee1fvJrPvPMDpGlGWRYEFnzfZWrNBGdtWsf0JnBNl9Bt46qc3vAAeSZw9Ti98ij9OY+jUZN9++ZY7HeRUpEYi9QaZTy0SlgQksqwA2QuaTo+uSzRgcLYlGs/+e/8we+/hJ98/zs86oInEqd9PvrpD/H+D3yQ+35+GGsMUhjCsD0KailSlWRZNkICNVbuF2ENxhoKLVeXlqMlW1XZldVCz9E87kmXcvoZZ/C9G37A3gf3snVihuFwgUEnYiz0mRsscelVj+f2W27lKU9+Jq11TT5/9XWsO+10JhwPPRGybt0mrrjoIt71lvdwxcuexnmnnkHKgPNOuYiDO2/nwHyX0y65iIlQ8O6/ewevfOnv8dn/+Brvfe97KGVBvBjzhW9+l3/71GeZv2sPncWYEgcvdCiymESVXHzSKdx+8GGEq3nnO9+GKQqm12zk7f/z5TTGxjntorN5+K57KYIJDuzchV+vkRQZG9ZNo5RTzdFZHe0s70iWx4XWWuxxooBWlFUXMBp7VMF3dc6sRwWNFVQLZpNQsxtojPcoRIBFIV2PnIL6cJ6h2+aNZ8ODd+9hVxJwdFCQKofcQiFXx1GVnHOO5/r0Bhmx5+AXEqcuiaKIVqvFi5+4mWu/cSfMXMqzn/18Pnf1+1irU/YtFgy7hzGBxiKoNer4eUaWRCh8grBFbxDhTCnmOkPakycxOHIPbX8GM7UB31bksqVuh6ZsUVOWVGnUlGI+ihkbuvjpUdLW5dhsFt8p6PptZPQQxYY23rzHcDhL4Cuiw/cyMbaZ9Y97OlmkGQ77zKyd4rLHPpZ/eNOLOHT4KDW/Rq87RFBpDxmxup/5ZWzf/6fjl0F0hRC/GQnAUcpONeoUWYmhWDF81trBlobCFEhZ6evEZc72jZuI+7NooZF2wOzAcP72zdx9NEUbQ5rGBCIh05pSGChB5AGJyXAF5KNqv5odQz1MsVmNxAiUNUjXo5ctoXFxbUHYbtGLcnSeETR8TJySW4MaLXZW3odR5LJgrBEiyStkAmBHqpVKKXIkw0FK3a+WYY4SKCFJSsHRhSU8L6xey3FIi4zJyUnaY2O4whA2GzhBgOtWFW0zDClMjvA1tVqdYwd30w4sU7pOd+FupJcyldVxfQcv9DC54dhCj6O9WXLVRjUncaXlrrt3sdStFnTzqWBI5fzkKQ1liShSLjhrE/c+dOQEbL6DSz/v4ZQeru+TU6LLkTG3rq6h4zhkcWV/6Pv+yjIszzMsOa6rKQuXQZGhHbkC+7TW4ipFNohwhCTzFNqt/FjLtMLa+8pDa00QBBRZgeuOOjlnFe0ytW6KBx54AGMM01s20p9fxFiXubk5xvwaC3MdtNZkeYbfblK4mtPb6/n5gzuZHJ+AQjAoEkQaM16vU2qfwPMpsGRlZVbe8H1y4WDzrIKZmhwVZziBT2FyoihBoMkKqAU5S3FBoQROqVfuw/GJBvPzC/TzIWUJWkArGKcZCgZFRpw5mHiIrjfJ03IELijZdtoG8jzHFOXKLqSoMMJoBGWxKkmOWJ1bWyOonKePU6oVFWtaGAtSoUdaw0oLHOlgWBU0XA5gWZbhoCgclw9cWeehe+/iZ0csD8Y14tJSGEteFvRywYaJOq95xbPZs/8BPnndd5icbDPXFzznqZfzlR/ewI6NGzltxvCYCwre8f778U95BR+4+k1c98E3c8+N36UnN3Jk/710s7UobdCNKaS0bDt1O7WxaTaOTfGaN72BH/3s+7zhta9lqdvhovMvJ+p1ePbTn4uouzy4604mS8tg9/085bkvh2mB2HQ+9eZ6jg4P8OZXPY/nvPRtrJ+Y4NOf/QKd/pDWpEN/OM89d9xCu0zI05hLLzyT3mxGsuUCLn7iVXz1uo9wynQdR06xrZnz5S9/mbwY0B9YRlN//FpIFEX/1y7gly2gV5a+djVpVF7H1fd/IxKA52jb9ly045IkMf4IE1sWRYW4kMvECIWqNdhWEwQ65dTTmly84wL+9ye/x0fe/Wqe+ofvJlNgnJB1NXA8nzKPiMqQXpxRSIFNc1hGOihFUQBySGHGkWbIc06b4mv394nskMJIlPTZHkacPT3BV/bGuDWDiQxWl4iRWt8qQ09iRclY6OPqauZnBRXxaAT5LJEs9iLqgcSRAk9JXASJ1RyY71UBbgWKWkFNje8AAs/z8IOq3QzDEFXmuK5PVhiUIxnzBTVdMHesz94HDjHMC4rAYksoSrCurowp8iaeHRDaDNWC0Idmy+OMkzdx0lSAzPKVQJLGGX0Tsmt2iQceErzkJS+h3W5Tpgkf+8S/4+uSYbTEpZddzrq1a7j2mo/TbrcZDAY02hOgPRaP7l9RcMVUMEDHcYiTPvV6jbmlAdvPOZv5uQXWrZ3h4MGDdLtdbNBi8cg8IsnR0qMUkNsSF0NpSozrrqBcinQ0ClSqYtWOknxc5px77rksLCxw9ulnceP3foAVEYHQNMIaR3sDlOcytW6GP/+bd/Gl73ydg7fexaZT13HDf97As577Qur1gPPP3s673vIOhnmKkjWGx5bIlYHCcObpJ7EQDxj2kmok1Y0IQkksDVo7pP0CYat7eOvENAcWjpBZgbYGa2HHju2USY9Dh46Ql5pihGozZJy8fgzhhuw9MMvm9Ru48mlXcMMN1zM5WQEk4lgh0NgiW+FBVFvWSu3S2NUlo2CV8FXp/RRVEliGJ4oK2KyFrBRqR+z4CjrpVGTHEURZiFUPZmsKhF/nH5/c5vDO27jhCByINAcWEiYnWiQ2YX4+5eQpOPOUCQqnxb0PLrFuI+zcnfKExz2S/Z2M937qs3zt6x/iP9//9yyabaw984k89bnP58ZvfAE1dyc/vON+pmamuOnndxKGdQhDJtafQ88J2X3vXk4/cyO/d+VTeeMrfw8cn+df9XT+6p/+F8fmDvDvn/gM+45EzIy3ybs99g0sp6xr8uH3vYSX/8FbubfTZ8LLOXPLVh4+1mV+bh/KC4lzi+guEjguxXAONbUW7Xj0hWDMlgyUZU1aozHe4Mh8DxvWcfJZEiWQpc/Nt+5ECB9DTnkcfv+XzflXAvwKLLXitNTrdfqDPlKMRqDHNQ+/EQlAa2UnwiZePsQRUNabuI5CWRgkQ0yc86ynPp0bbvovjh0+yknr2+imIDu6yD9+4Ryu/8A8/3bjIdLMpaEdUjfm8vWK514ewsnwoy9v4Ct33EuSTlFvQDqIyFVCEcH4eEieFth4yLpN69j18BFSoZksc4YCjOOBEbjKpVb06UpLLXeJ6uAZ/QtCV2BMyZqmxvc0CEmal9iy4iW4RoBXY3axQ7vmVUYyCAJpiaRi/9EI5RyX+ZXgvDPPRvoui2mfbmcRW8JgsUucJhTWUKRZBQK0OX4Idc/j1LbDxvWSyfU1zpwYQ3tdMpvSavoI08CPA3qmTyczlFmDueYYi0sxZdLh/vtS7r7vYQYZKOHgeJso+7M89okNfn5XjskSJtstamMeC0slNaHo5QlunNEeazK3ME9WgNESgWRycgahU5aOzmGVII0KtAOe5xFFAzauXcuRuTkczydOc6Tr4JaKzHWJBkMWF5aQRiFcgZIVjrvhV+db+8FK0NcjxyWlVNV92JLSWs565Hk8uG8f0VIPJUPG22PMLh2jpix2uEAvSjBuGxKD20wY9i1bx9ewkPZZWuqhlUD4TbIs48yZkAcOL2C1R9yPWHPyNpJjc8hAMD4zg3BcHty3n9O2n0Vv/gBP+K0ncPmlj+HNf/oWlhaHLC0tsGXbJF+6/mv82yc/TnQs4Ytf/Qof/OcP8xdveDOPueIyLrrsAmYPHsafaLF9xxl89dpruPErt/EHf/wHfPqaazjpEWfRm53ngQf2MTE+RRJlFcKmKClsWREFjcXPBbE1lEajGSJtQr9cgxY9ZOZQOhlSOLgmx1Mag0RjURJyBFpkaLXMsDY4UuHgrJxvoyvYpBCaouyT5po/vWKK4cH7uWexYJi67J7ts3Zdk9oayX33L/Hh97+YsUtfz2eefSn3B30efeZJ3HDLGD0xT+55dGb7/Plr/oijh+Z52wc/x/b1iif/1u9g2jHO4V187su7qE8EJFmX/ccWcK3LmnqNAw8tMj7TYnauS6OuOKrGGfb7hH6NmhRInaIdS622FpMqtu54FJ/76jW8823v5stf/BKdYzvRvkdvro4J+uhgjK0nbeTgwhGm7RJ/+doXcPMdx7hn9wFuvPcnXHThJXznBz/lwjO28sa3vJ3b7u8zWLiPqXScpQd+xr7FHnfc/yDH0qNQgpYeGcV/m9//4nG8J8NyAaNsNYLTcpVl/RuXABwp7anT09h+lyE5VvvMNFv0i5SlwZD+MEYYqDUDrBuztjXNkaM91o3F3HH31fzpy97IN27sMCxqCOmxJjScfzZ86Ot/i4ifzvWf+D3e/Jc/ZWzM4cBDfSJ8lCvwUbgmRZocFdaZ7QzQXojNC6yjkKVDZlOENWBKzgoC9mSWNC9BWjxXYX9hlmetYeNUDV+VlEaSl4bSVOMJt4TS8zgyv0Q7VASuVzExlaFA8dDRCGc0J02SBOFqtmzchNdu8JgrH8NPb/oJftCg2+8Rapciq4hrWZEz6Easaw05ZcME3YV58l5KnKZ8/rZdfOSD/8S73/EucjNBt0ipBQUUBh+fs89dx7qtE9i0T23KYUZqZBkjHZcsHyCThCS27Dq0xL7ZOmeeew6LvQ6/dfGlXPPRfyP0u+A42MSQmkZFeNEOwzQDK/E8n27UZ7LWJClylByZ0mQDisIQegG9IqU9MYlFMt1qsffgYfYtdJhwNFmSkSc5pQ2wNqYsKgG9aqSx2n05ThWckqSCz3mei8GSFjmNRh1PKISJWTc9w7A/IM8SWn7IvYfm2XHe2dx3912sW/d/uHvvKMmu+lz72SdWTl2dp6d7cpRmRmkUUEZCCIHJEmCCwSaYIIzA3LtIHzbZZLCJxiATJVkCAUJIAwpIQmlGo9Hk2NPd07kr18ln7/tH9Ywk7sd1uP7nstfqtXqdrq6q1XV6//bev/d9nz5m56qsHxrk4InjZPIFWjNVYqFh2zFFO4edLjA9fpyB3m4WwhCnWcMIwUyn0SwbEYUEgUcpqREJC6k09JRJKllA0yRa26UdBdjZLEnLJpKdo5ug1UQ3OybDOIzQEZSyRRqtKQJhEGJSn63gpnSidtQJLwwjVq9e2ikASiFlR4ufNRS6Cpj1LUwVoisdS1N4rkVLd9ClCSJESEjZJkXTJwjAEwl0TZIxIyQ2UazQRLzoBjbQFyf/jhABOuqWzkFSTo+Yb7k4gcCwbDzHJw6qCKCc8tHjHDdcvxnkfj71z3MEcZ73vOlKtj00R62xk6m6zfxCm4vP2cqho4d46kSdslRcf7XN7r1FVj8ny82/PMTUZJVWAMJOcuG5V3B84QTLV69CJW16simufP6VbJ9o88Tj2yl3Fbn/59+lXBzhpS95Fbf9/Mfccdc2HnvqGJEf8fv7t7F8eJCjB3dQ9WH3jjtozsbUmjV6+stUqwuU0xZLgjpfu2UbDCzh7a+9jrnJSRqNCqVsEsNKE3gh2UQTQ0DNTWOaOq7XYqrus+vAic7fUgXPmuD/2Himv0BKiSE0yuUyCwsLf7oFwNKEWjdYwK+6uCpAT2XpspPMNGv4cae5aAqNUCiKGYtyosHVV5/O7Xe1WduTYsfBp5itgmlqKDuDkWyzJp9ljVmkZ0ODJ57QOdR2OG14ACyTbY8exhAGK4Z62VRscs31l/PALUf50Z2PUg9TxCpChjroITLW0LSAV77iBfzo579iMJPn/W+7iicPzvCjWx5GaM82cEgZM9iVJG9EoOlEEoK4Y+82IoVMJRifrlJOdc75bc0gNiNMX7B7vIadSnciiKXEBzLZLAtei2VnnsnB/fsxVMjKjes5+MgOhB8hbJMzz9vKu97xLu6+7UbefsOHed7Zp9GTgaXDPWw5t59SNmREmJTLglLGZsH1iFDERhutWWJ6ukGpe4Bj0/C7HQfZf7TC7FxIws7ygueVueYFG/n+D3/OY3syLF++giiE+epRlhdSrFwfoSKX6mGPHZMpms02up0AoSOlwvdDSn1lVi9dxu4D+1BRjIw1UtmYmekqCotEJkGp3MPo2DiD3V3Mex5RqPAcH6TAbbmESpCwDXTRUb1oGoQhnNx8aXSc2EJ0IpODKMQLJD2DRYSu01cqo7q7yKTSDGbzPHLPPWSikMlmk62XXYKKXD7zsfdy6eWvYbDQzw+23cTHv/B5ZNPlkcd2MDIwwNqRYW67426SySTtdhNT2MzPzpFMGuh2ikqjia4bXHLZObztNddx7WvfiWbYEEcIbBQhA11pxudqYFpYUpI0LFCK4eEeDh09jhZZRHZHyRVHIeU0/MXrruYVf/1e3nDdX/CC17yKX99yEwP9S5memsFpt1F0IjNsXcdQkqvWjBCZNW6+fwKlG5zRm+HHX343W1/1UZqmwAo0fF1iq5gBXL7xhQ9wwyf+hclWJ1Txio0l6tUaOyZ8NJ0OwEY3SJtP0+os2wDDxI1jlISk7lJpwcXnn4tld3F4ep7Dux/mkudcweh76AlpAAAgAElEQVTevbgzR+kvxtRrTS7osahktzCwtZ+v37ydLat6ufvRHYhUkVp1HguDamjz3P48GWuBh8dd3vPGq7jj4eM85/RlHDh2nIlqi8VaTyGVolJbYLbiYmWzGAiEikgldbqNjlkuV4wo9izjz1/712z7xU8I4xR9eUgnBOOzEzTqLk1p4lWOMOO4xBTI6BYznqTtB9hC0KhOo/evJdYSxF6DSrWBIoUduqwa6KF7MM/Pnxpj9PAhTE1g+BLd0Ahj9e82fXVdJ5lM0mq1Ts0lJ2WxUspTLAG1KCeNlUIXAl/9CRDBEoauNpQzhG6Io1wwU+SzRSqVuY4b2I3RUyaeMOjOWaxb3c9Zq2P+5dZD5Ev99BYSjI6PMtfIYGsKNIWZ0tEJKRsek04OL9bJZ0zGZ2awEikKCZOV/X1c/4Y857/um3zk2ovZ9niDWU8QxTZKCZQURLFHqEtMTREHFpKAnmQOX/qdiOFI4uqQXVQOacJnxUCBrN2BksSRJFQgNIVhdHoA03OCYsYnYXcmrtBIYsch+8YqYGRPGdyErtHd2weGj45NrCTCNk/dBJGhyJgZpN/EFCmeu/VsZPwkRddDaT7JlIXvQrrQw1Rzhsfu38PhEwphghdrRJZNqjdHf4/N+FMnSKdjhnvzTE1HxEabQiLPyy7tIvTHmJ7v47aHpiibKYShY2gtzhrq4rP378CRdczRX/P2N3yV8doCdddHqSRGrOEKRSw9CmaaRhiQT6do11rkcnl8vwrCpOmFhDEoDIRt4UUxlUYTpToZRbrqSDw1FJapL8JzOuYKGSlUFHfUYkoDBEEUkkv1EDuzrN24jgOHD5HK5lAEJJSGSEuKuolOm2yhSNIyCRtJ3DCiQos0Bn4YoFkmwckmagSxDJCxQAgTg4hYD5ACmlWXXCaBiiAUGolsgkI6z/HjY2jCItYgCiWappNLaczXm0jNxIhDAimIgDNWDjI6dpxmoKGlbPRIUW+7vO1NL2BsfA9dw2dzcM8hqgsVFqaruEKQCyXJ3hwSiRAKGdkoYsqixkIzpNIM8JSNrSRrSwkcM0ErlCBCpAAbi6WeyzkXrOJbdz+BY5rYcUx/1uTCtb3snJMUNFAEJE2NYgLMRALfi7EyKaJQx5EhKnBIpHoJW1P8888+z6uufB9rh/s4/eyV1Os6j+2p0W6MsyyvQC3gtHSOzy6QLhZZqEqyhSn2HYNxN4klXGSo44YxvRmIYoO+9WvY/dgeVLofLZxDs9NEsUK3bDQZs6w7S1fKZG5+klCYpLIW7UbMytUrGN23H6tQouU4DI5s4tWvewP/8tkPIxMmIyPL2XLeuWz72b/yxte9he997ztsOr3A7icPszBRZfW5I5S71vHTbQ9TbdjMB3MU01najoO1mKmVEHpnwaGD73qIWOIHAZppkBIWnu8/6+z/j42Tx8jPZF9Ecee+tpMWvuOfElBEotPDSafTzNfq/+8XgKQu1Ob+LHMtHU95pCyNroRFq13jjOUjTE9OovIGR+Y0ml4bYShOW9XF+GiTbLafhIy48OKN3HbvToRskzQMnGaEZSaR8RwLscGgGRGEgqYsEAQ+nvIYHhzgvEIfVuZxnMwG7rznIK4WohtJQj9ACzUiTZAzU6TjBo4tmPc6LM5yRkdEoOIkoR6SjgShJUnbNsM9JmkjQkqNOJL4cUd2qYgJpcaJGUV/SWFZncquaSaxtHhwX5Vs5mlpaRS2iMwUzViSjBVhFGFIsCwLEUsaRoQhLDTlEXhF8vkY09MJlI9BR29tmRWWDSTZdFqGrWcXOXvjGqoND1Ofoz9fRCqPpt9mZnwKXe/lyITF4ckULdlGygJj47vBadE3spEHnxzl/PMvZePmM5g4fgcnju7gvI1buOIV15Jvedx093HOufBi3v+hv2fixCjDw8vo7enn69/6Ojf/5EfccvNPGBsbw5Mhp61by/v+5l3c/+BDHJppITSNlWtW88Pv/Yjq7AKRE1Br10mYFiJWOJ6LJiBpmUSR7PAWDNFxjqtOwxM6uwBCMHUoWfAvP/wmL7r23UQyRUQVzVSs3Lico08dZsNwAdN1MdP9xJpDKCMMz8Y3BXlDQ+katimIY0UcKRqNBumMjdAksdJIaTYycolFjGYkkPgEzQhlWnieQyqV6uwKBSgpCMMYIwrA0LGTCczFf2SAyPdIJBIkTAiUoBVECMdDszTqno0Ta1SrC6RTJRpehUwM82aKclcGiQCpCIKIWrVBEIKSEQlNw5c+mmYQByHlcolc0qItPWw0pBS0EwH+rEUgPawoBtExGG4Y6aFLC/FtRdrSKcWKFSt6ULpF04kx00nGj5zgxPwU52/ewi8e2EmuO0POyrN/rEEqbbOqL2Ss6nDhy99Kdft9bHEn+cvLl7JQdXFTBmOByS+ONjijv4djJw6x7akm5cGl3PPkMaqhYqCQYXjdhRTTTdxand/vmiCMa1haBiuRJJIK369iEWFqCi1eZHXoUHUdUpks64f72Zxs4ej9vOJNn+DYxCSpJBDMcv+2W6nMTzA/OcZFF55Ps+UymHWoVRZIj6Qpdyd408c+y5uvfgfnPe9tfOQf/4FSzzICp83C7AyFbI7Y9WlX6+S7SsyfmOoUgzgim8vhNRxaroP4Dzh2/5gBLJvNouIQTRin/FFSk0Rxx1Pnxfy/XwASuq7O7LUYb+tEMsQ2DQZKXQz1GORVG1uFfPwr7+UDH/oO9zwxSTFnkg48Kp7geDVAGYqVWag5GsKXhECgGzi2wDIUnmuQS8SUiwWm5l0SKUWsBHok+fbX384/fPgLjLcjkmY/ldoCYWjjx5IAhQoVOVtw9OCd9C29iEAk0DSP/pzGxWeuoVUN6eq2yACOlDx1cI5EOiJrQhwrlAI/ECSSFlJGeErn6FjEcI/EtjsJf+gWSlo8ur+B0k+anSSxJsn3FNH1NCmdDq3MkyQME0NCxXBJJDOkMwYpy+bcs9ZiVx4nZWukE21MPSBQbSxNo6urTP+qM2nHde6/91F27WzT8H2OnICVmzYxOTfF7AmHyI3wvIBsKU19zuOSc5bQUzhGrriM+x5YIBYBXbaFNBKkIhO7UOVlr/wz7rn1IUYb86hYh0SJVr2FKyUJpRNGEi0BXckETuCCCOnTLMaDJpadxMOkWnWpVENMsxMP0HJDQhSG0LA0g9gQ6FJRLOUxdAl+k0wqAzLki1/4NK95y3uJohjTsFGhRSgUpvA6ckGtE6FhZoqIyEEIFy8oEnstEspguL/JUDrN9jHF8WbMmnKBCEEoO25iVMcwFYY+hmEBAoMIw8zjBHMkdRNLBvT2RLTaNgstScLOUqtVMMyOrM91JaYhKJS6mJqex9DA1gUJU0MXsG71MDMnJkmlTVK6oKe/RL0VUurKcujoHAemWpR60oyO1clkJK9fsYyv7jlKX18XgdQRAQRhk1YzRNdFJx9IaZgCTBEgEjmW6yG+7zOBote0qbYctFSOhtdCajqCCEMYFNI23bLJpeemqRxpU09247pVhlMRiXSaqZqPkpC1sgRRk5dfeTn75qd454fexQfe8xnG5mN81+Dw2CRFM+D8i1bwYq2f3YdG0Z6zmoe2HyO5bAW3/vQ3+BEMliQ5u8Ccq7PmjLN46IEHOeeC86h4bUr5BB/+7ld5zUVXkiBPJpWg5TbIF0qsWLWaqckZIiVxXJ8lQwOEYcie3Tt4z2c+yK3/9nN2/vweDD2FVAl0bQoRKT7+0Y/z2Y9/FMf1ySfTpPJpVhQgbQjOHkhjJH2cJSZDiR62/s+/o7FvD9e97ku0zCSx0lFBmzgIiVyf0PM7slldI6p3IuADGdHT00OtUqfZaoH+7BjoZ2Y1nRynlFpCIBf9TycXB2nTxPGf7iEU8hmq1U7GkMefQAGwdF2t6e1CD0Kk7uCjkxcZZts1IhkjhYUtdMy4zWlnbsJttCgYNRZaEaEO+w81ePUVm9mQjSkkU7TCiMhMUfF82q2IiVrA7oMHKRV7OOG5OGHEgeNH+OInPsv177uBeXeWv//U9/nyJ2/gsUce4U3XXkulLXCcFhKTtBZTSGnUA0EodVwvoruQJfJbrOxLcWK2yuaVAxwdq6GUw5rVS0hpTUSkcE+CTOxOhr0XmTw1HrKhO8QwNQxDRyMiFEXu3jtFQuvES9i2TRR2HJIvevWr+M1Pf42ZsGGoDzOd4sVXvYCZg8cYGFhCz5ISw8tWMzWzl+1f+xS/e2ovwof+vM4Dx2LKNkQ50JxlrFrfoFJ1WWgYdOEyXw/pX72WZuU4p5+2HCjw1JNPkswU6SpBT6bCYNnjwCGL0ckE7/jbG1gxMsQjD/2SJx7YyaTX4OJNa7n4ipcRxpJd+0b58S9vpb6wQDbdiyYDzrnwIvoHe/nVD75BquCSrwxg981y+Z+9nTvvuhvVNcjywQ38+Af/xMBAgROVIguNCQwJuWQa0wiYnq6xYvkwn//GV3jx869haU+Kp558mL96xUuptl1e+5Z3c8utd3PXPdvImnk8FWPFYGesDmw9DDGzCZblBG970/N438f+DStpsbSQ53XXDfPaN7yFLVvewXMvWUfcmuP4tElDxXheB9bhxvFi6FqEpUtiAUldx4hjEnZETznHjb+4gc9/5Bvc+6sKbVHH9wo4cZsoSuDKCC1WSBUsFhHQUQhiTEPDkj69xS5KwqNvU52Z/WUeODjDJWeu4PDEJLuP1xnq7ePgTI1yVmOt47E3pUhme/FjiR5CsHi8I2KfdYUM+ybmCTUTqUJ60jnymqAqTaa8CkVd0vZMDD3G1QUoE1RAwc6QTkY8d3MPn/vWp7j/plv4/rfvZrBf46x1awgSitpUC1doDAwkSQ4McufPt2Nqknyyi+NVn33jVbygiu3FbBoZQDSn8ItD3PTEcfJYRIZHPpPmxa+/nq987hMM5RO0/ZC60Do84KDN2vVrWZidQs90EaMIanUS6RReFGLqgGGSTKXJFUu4rTaG3uFmWJZFuzFHs91GNw1CoaO8cLFIh6wcLjDcm2F6ss6Og03slI6tRawcLKMEmEGLlcU2vedtZE1W4/kfvIHP/Y9PUl72Wj7y6S+R68qjwpDKTIV8LkPYdnCcFptP28zBvQdwQ5+W55IvFXErdbygc0wo/otYdmNR+omuPe10F0+H1Dn8CfQATE1Ty0o5vHYL3zQxlaKUEgz0JRBaQEYLSKUz2Dko5mySseLuwy5jRyIiz0UXBp6yKYo2r3z5eg7sHKe/J8/Bo1X00GFNfxHDyJDJZFi+fCX3P7aDlmPRrB+lJ5Ogd/V6Mme+lPe89W0kE9PU9v4rP/7Kb/nYbY8SWnmSWkCm0MWJmRniuKN/jmRIVy6FHTRpxRpXnbWcx7YfRphw/hmDpGnhRXEn7ArjVDNHaml+f6DGGX2KTG4xSkIkaIcmd+6ukFw0MQG4QiNQPomePuKJaTQri8zr2DWHqy67jNsfuJdQxqSUi6ngBVddxL/duw83XmCk3E1Yq3KiadAnHZb0wYteuZIYj099ZoJyT4k4rPD6P9vE+z/9Dr7/hY8yvLSL3/5qnD0LFQ4esugZGOJt1z6Huek9pJI5fnjzI7TDGFsIPv6JV7N/115+d/8MSrbxY4eEnWFy2sfDJ6ZIOhVTDwTrtpzPzh076DPmeNHaDfz5l67l8y+/hXOufyG/37GbxoLi4Qd/wUteuJoV5UG++J372D9eRYvBw0RLagRugClM3vnWv+ZL3/wiZ29ezqCd4Du3vIm3vvCbDHZZVNwA38wSug08z8NxHPxY0m63O2qpMGLzqi5WDuX5/WNjCKDlSLrLPcj2LAdmLdatUByZEYSBINAEMgXPueASHrz398QqwnVCNGGTTOgY+DS9iEwShrM6G1ZJygM+e44oZhaGGT22QGnIYnY6ZGKhyfLBMr5bIww0ElYepbfJpUt0lzMU9BQr+1r0Dxq85bN/yW/+8Xbe/al7ueKcdRwen+NoaHZ4udkiicBlYWyWqFymUVkgliCEBrFJwhbo2QJm7BH6IRouPTLisdEfcMnG65ggzSUb+vjWDz7LhnXXdhY1rk8qqSODmJ5uuOFvX8ulhsFobZzIj2hVQyKjzcTOXUxJk5U9g+RKS5nMS8KGx8237qDhdDozqVQKU8UsK2fwWm1S5TRaboD5dkStGbD38ASeDEiYBpvXr+WJJ59CmDYy8snk8kRtn1DrcCuSuW76RoY5dnwvqtZG6J0k2MB1sZJJMtkifSPL2bdrO8Vsmmyph7mpSbSEhdNsETYdLNvA0HSK+QJtt0J3PkkuaXLw+By+yHR6SVIhbIVlZHn5BUu59Lwuvnrj71k25PLtH3+c73zpLvZNefz6ngN4ZhEZBeALfN9FyRhdKBwvIAhCLKF1VG6+jxAazXYLpXX6iSdX//8ZF/BJaMxJ5c8pI9/ijuFPogls6prqS9uYpo5pGVjCAqNNo+rQXSxRD2JaDZekrdFjw5yfIJYtbDtJ243wgwhNKLRYY/XgMg4dP0DSBleBlkoROx5dKRurK0/SNkk70zhBiBkLhkoDTNZPcNGL/pIXXn0J7ckKU7t/whe++SAHApPIsPngW1/Jz37xS56YqGLQQbIlhSBjCHrLgmM1QUFzCY00hVzAZauylLI2jSjAkBr1VnDKQCP1FNuPOGzplaRzIVGosO0uWqHg9sfr6Fp8iglcq7e46Te/4779ozzn6hdQyFgMxXDMClDtJgUrjzKgHLdxYokeJSkkAtpKw/FbzJ0YZ/ueR0lVXcwVvaxdL3BqLb72mduh0WTu2B6azSqGsJBRL4Ga47rXXMsXvvN9TDOLFsdk8xlajTpDvWm8WpO3vv0vWLOsj2h2lM9/40c0XI84gHe+68385LZ/RYZlTsyNoyf6+NXtf8d7b/gQO7Y7ZKw0S5PTfPWOG3n4n97N/U8MMtmYoRIK9kyDEbboK0iiKOK6v3wP37vxRnwlOHJkDoSJVAGB0ojcgKGePLYu+dwn38lXPvcNtm4pMtzXS9Nx2LHjBKuW9KJHktAQiKDWyZexLNKmImklcesV+ruzDPQl6RnqJTtSYOddj1BYcQFDa3TsyQqHD9ZYaNbZP17Hj2ChFWIlEjTddicLJ5WikMpy87Yn+eCbzmbT5rWUug3MIZ0gzNCegscfn+DJvbu4896DnH/pBezfvYfzL9rMridG2b1rlA1bNvO73+4kkYRz13Tz7X/5S66+/JNceZVBKrWcXScEq3q7eXTnKJGZwpmewtdNFmZbXPrCa7jjR7fSzOaJYkmguWiRSSlj0V0qoyUNskQkNYdz8hqJ/iTObJMJkaS90KZ/JEetkUDXHDaPDNGuTRM2Pd75oddTS7T47e88fv0PXycs9fK88xSv/fQH+cqr30fBgnl3iK89eIzTR7o5K+EztGU5d91zlLlGjKbHaDmN3q4SkxWHTWvXcmT3HmI7zVzLJ0LhhDpEATKKkSjiSBKjcDVJ5PsopRErRT7Zz/RClaSpE+F0Ul5Vx3wXSYGdSLFy8xns2/koWUvHEwlE4KBrEEQhDT+kJ5vDtDpQoA0bVrHnyZ3IKAQrgaFbRG6LfCFDo1qhJRJsKsQUhpay90CDNWcV+PBLzuctn/0hA8svZ/f4QZTbQsYhXjUAIfGjgDj0yeaLOEEAwsZQAhVGCALargt6pwA8Mw76P1oE/v8KgNCfLgCB/BMoALauqRVdSSxDI1Y6sZL4zZgmnUTCk289jmNMQxEEEstMA9EpuAKxhmVr5PI2MlK0GzV0zSSQiiAGYWqYSqDH8NZXnYftzzPnCZymx64j8+yrSjK+htRdNM/j9NUDtEPJRKXBYOgwctpaDk9PsPN4i1w+gRmFfPy9byCYGWXLaZt44sQRdtz5AFESBgoe/b19NKp1Igktr5MWCBqBMnn4YIXzV6SxLIeUaZNK9zDbavODe2eIERiaSRRExKbGxZc/h7SuMfKmt9K9dhlifJykDtmFGqW16xFOgK1a6JkkmlnCDWNSoUZVc1iSTfHFr38LWyvQnj/Amav7SI9cyN5t/8bc/ocZGz1OrKdpt9JopiI0JG946WV865afE7gaWVknketmgQxrlxRYJsaouJLujEnJTnNkZoqK38b3DGwT8t0WobAwhEarZdBs+YwvtMgVS5TSgqFsm+W9BrrZxaHxEpdfFHDw0AluvT/mqnNHuPyFlzI+o6hPj/OtG28nIqTSNlBWAlRM4IZ0pUCJCE0vsmGlxfS8T6z10XDq5HJ5jldmOG3z+Ty8fRcve+VrePiuH+O2a2RSNloUIZ0GXXmbrJ1k+sgcyTx85P1v5gOf+CaakWAkEZFOdOHR5o0vO4Od+/cT+DquDwk7hTDSaFpErdqmq0fnyUMW1zy3hyWFGplimVzBRAaK9nyIG7k0mhH1iqDqNqk12rS9TvyFpmnYeoJsJkmxUKA9s49LL1uNWpMlkbURVj/KH0dM1dD8PkaPO1TrMZPTU1QbAt+DMNIwy1No3iDdWptLnncWGVMhgs7RkpWw8UtpEuuvZP7QrymtWkflyHbMORcpTMyuMlrWJqmlqU9V+Pt3f5mPf/qNHAxcHti2h7n9Y8xUQ65YlaGYjil0b2DBdbj1rsewkmm2nHE6P7vt96xasZxDEzMkS4LYVXSVJIPpYWYDhz1zs4zYOiEGC57JZMUnRuDKTiPzpHs5lpJQdZz1lrAY6ZVs3tDLv909SSvuRKufzDESi+n2HbOk9qx8HSE7CrlTRDh0YhkCHXe1oZkgBYbZEVVIZSBkjJQRyYSG9CLWbFzFxGwNz23jEpJEYFhJUDqpRALHbWHEbXS9QKXRIFayE0aZsiktGWZm7AilXJaPvPdVvPt9XyXSQUSLk7b2n8sA+vfGf5sPQAjxHeAaYFYptXHxWgn4CTACjAKvVEpVRad8fQm4GnCANyildiz+zuuBDy4+7ceUUt/7996cbRpqIJPFd11sK4EfhQSxiWGF+EGAhf509rYGnEQ6SoXUOqmdFmIxxlkjVp28cV030QWIOO5k5gi9k7CYkJTSaY5NVtGtGC8UeLZO0tfxNJ9VmRzzoYejEh26mNSwzRaXjgxQ7iowHNfpHrYJmxW0ObD0MvfOz1Mclnzwf1zPb370PQIrQPk6EzUHHYEfSjB14tjmkQM1tiw3GcyYrFrWx2S1QSbTx//33R0kigWaDQ+ERctvkSuWSRe7yCYlhVKeQm+RgcEypcBnxVkXYQmdMh716jR+opup6QqDw8OklnTTPLSLWx/cjRRplmVSeO4MZrEb7cQxjh/dTqvl0PQsFqoL3HLbP3Dtqz7N+RuX8asn9yNCm24zIGt6NApLWJ0zWMo0C22IZAesbqYizESM4yRYOljCooaVLrAwP48TGDy2W9HWIlKqzZnrhyCYprtcIpIzDOoDnHDnqLcVe+dNzt6wlCefOIyZTXHmhs3c9uvf0VU0OLJgIDXB1IJDTodyEgIN6k2TTeuWcvz4Ed541Vr+6l1bmT2h+OI//Zbzz1uD0CJqtYBsyqZdr2ObOulkBksTGKFBtksno9fIpkyy2Tw/feAAGa/JKy7ZwJhv842b7+ZF565lprrA/IJLEGo8MpPh0f0LmETYMmT5MsHS7BC9xSoXnbeCYimHbUjsVILPfvVBhNbilc9dxer1efrXb+S7/3gXkZ9HypBkqpNYmk7rWAY8dFDjkuduYkmvR7GYx7A8bCOFcGrELZ9GRTI6MY8lY2a9kJYTYCfSLMXGL4/RmOlm64XrsXUfLVnCjms0kyUKGYNqtUoxmSdeey6jT9xEn9eLnzSwCy5JezlafRo3KHHHL+7kvNOGCJcX2fvrPdzzwKOM5M6i94p+kkaFJ249yFFHx3EcaDTozmbJIAm0NvlSnuWrlnBszuW7v5jh/LMVywdWsefAOLEGR45V0LI55lodtGUsQcVP8y06qEOBVIKcpbF6qeRrn38XV778q9TjzjHNKaXMH8yhzwxH+9+A6ZpCiI4iTmlRJ4lUNzCiDq1MYXViLggRKkRoHUrZ+p4U1XqbuswQ6gIdSeg6rDttKfm8yftvOIdHHgr5u0/djtAlmlT4OhTMLH35Bo6jkcroHBwHHw9zkb2MrhHG8SlK2v/t+O8sABcBLeDGZxSAzwAVpdSnhBD/Aygqpd4vhLgaeCedArAV+JJSautiwXgcOItODtp24EylVPX/9No9KVtdM1DopBXi4RswE0nGqiFKE5hmh5Hp+z7iZNytBrpM0gw8Ih3Si4ag0NeIRYStmZ0QOcNEikXGrgyxRIxmd6qxG8QYwiCfTuFXGwwXBnCNmJbXRgt8Lk4XaHotfFwKToppzWGfnaKs+7zUHuHyoMqKc3TGxjx+1mjSM5DjigtdzC1n0LdkiIlDC/zy4ScIaj7CtsEwUaR58kiT528tYrXqjKzuomu4i7Be5HV/dy++FoNIUGsGBH6EKTRi00TEFqYpGVqaoy4jnKpLNmsyUZkjF8f0jnTx6W99mRv++o2sXLaR3jPO4Gdf/xYfffNHWbfpNL71zQ9yfKqC41gYgU+jPsOSUhejMzWkUaTp1whTWc5cUmaddZR0+TTufPggWjKm3KWTiCx6soqDx+uoZDcL8w02ndZDIRsxdsxDqjrjkyaN0MAVaSJZI1lI4zerPO/qK6iP72W2eoItpXWo1TBo5nn+VS9m9PAYX/rBXVx52Qq2P3of881elB9ycG6S89cu4+6nqkjlE7c1RCYFqo6mWehOxIvPUzy0VxBGHvff9WOSacXHPv9PZFrzjPRkWD+4nu1H96PsEkePT7JlyzqW9A+wd89T3L7td7QmfRJS0XCgXVyCPuiz3hacvaKHulpJWTvMORsGmDwxy/TCCaZnFOsGB9l+aIH9NYPdE6OMpODFFw6xdDhLdyFFxY3I2YrnrGzysX8+ygd+/FueuvULBFqeif2P4zoBtpXG9yRSaCTsmEza4ujMCU47p5dcfgOZlGRhPOa2J81g5OMAACAASURBVA6z4+FdWKFgQpVYvm4jx3fuZOXQMgbWrkImTF6xNcl51/4VLz/vOub9BmOTdV75iquYePhOdk7HlDIWpA1mF5K8/oVL+N39FfyyRkqm+ce/v4zr33s3F55mMRoprjxtNSt6YH1vgpt+/CjnXX053avS7Hp4H9a2Y3xxKsKvzbCiP0vamUQaGnpOIhX0DqznnvsPcmgGrnnpSoZnGnz78Bx5c4BdC01azSa2lUATIVEoQQpCnna8mppOBEgJBhFJ3aa/kGbv9AJCV2jKeFol84wCoKk/SMoUPKsIaFqKSLYRWowd60QIlG6AkPQVLdx6i0ZsoVSM0AVKWvSlYvYf/TKf+cyNfPLLj6JFEUoYhGFMIp3CMk2cmoup24TCJVZRJ04jYeKEsHmgjQzg4LQgCpOEmoNxEumKwjJNgjDspLH+X47/ViewEGIE+MUzCsAB4BKl1JQQoh+4Vym1RgjxjcXvf/TMx538Ukq9ZfH6sx73x8bSpKbeshGmKwbVIGR+yuCxjEYikqdcsads0KrjjgMIwgjQ0DWbWPqLQOrw1DZLSU6FKkmebsJoPDNSddFdZyZBxR2DT2SgDImKA3TSABgSAt0h0jXSsYFuQ8mJyagkVqLBxWf2cu7ZIzzvirVYz38vANs+fB6zRxM044hI6AhdI9LTHDva4JqtfWw426Lvmk/ixQZPfue9/MPXDjHphCg9z1AuxKnXGenp4tKL/oz/+dUfMSdSQBNNxeRtg5zRyRiqtWLu+Kc3c9tN23jJi68mQYwnLSJPcd+uRzh6eIzjtTZPHKpxyaYBhJ5g/5GjDJXLzDRbjM96dBWSxHqIJ3vIiJjRygyZyy4jN36IYbNCu+HTXchiS4ddEz5KCTYO99DXm2XHzsNsWpJjIOly15MhJ+wUfiNACQhEklVDBqevKAM1imGVXP8QcdAGkaFroI+77tnLhmVlJqYqHF8QSD1H23XoSvkcnNfJthcwUhZbz7+cv3jtm9j1uzuZnzrGI7t3UBjq4Y7fHOCyl2ym2L+UJ3Yc5e5vfB7KBX7ypU9TmTpMT/cgnhfx618/gtP2GDZ9XvKyCyilIJnIMlVrsmvMYv+xJ7jmzEF2HZtj7wmN5d0mG85axr5dj9LftYzv3bSPvAbl5bB/ChqJHEYU8+Kt3Zy+PINuW1h6h3u1qivg9vv3sHrLVex75D7G2ibLN21g/12/5zmXXcA9ex7konUbIWyjJST/+pDD9ddfz7bbf8mGoQI9eovBLgPfTvHtG3+JZ+Sx8hkyysdJW/hz06zo62XpkIVXX6Dt2CTtAslMmqlqhRdtWkpp6VKQGlbKJ2t63HzjL1l7xQsZ6k5QyiZxejPkl2/gyH330kMG99gxFpwke4+fYHxqkvmpBV76+hfz0LYx5md3sqWcY7wRMxsZ6MS0pIlLTK2tc2DPPK96xQhZXee+3bMc90rEzQYNR9EOQ4Qhabs+pmmD0ohjSfxMzu0zigF0jnX7CjoT1RBdNxHyaSyjEn8w6f+Bhv5U2J0QbFmR4pzTlvCPtx+kpBKcebqiORexayLBvt/9Le//yGe5ZVsTpUeIWKCEDlpMt5EhX1YcnGwugpmerjpCiEXC2UlOcCfq2UgliByPZAJM8ggtxvHcDhRH6KeYv/+d4z9aAP6rSMhepdQUwGIR6Fm8PgiMP+NxE4vX/tj1/20IId4MvBnA1AXfP6o4Z/VSxsbnGdN08o0WXlrDDyOk6PyxDcNARYIolothSYv6WkIM3SKWIYmkgR8ubhc18XSP4BkdeCWfAb5YvGlMP1x8X3qn0RsIQiOBUC66glgDK+7Y900dDN3GydV5xYUjuC2fwWGTI/ue4Pgg6K130GUD7V7MwgyGk8RQi1n+hiKOPCarswyNbST66UconLWWVev7yBTnydsRrhuTNAOMTBGpBPNWwDVnDnHjo4eQRgJTg3RCI2hI+ss6yewg2ytHsNfkuOfQ/Wy7Z569hydAgpbJ40vIWy7lvj7mmzHved91fP+mmzBEkmCmSjOocMHWrVx09mr+9pPfRe8QAbFH7+NvLruSoFXhyKzGbK2GFlVZnqvzyJjLk2PzPLJrhueelWdJUeAHSbZuKKAldfTuYeanq/zqwYM8f8sGlhSzzMx5aOESzNBGtxKURlZQGT1BvlxiaGQVW87tZ3Rikocenub5F6zgh7fdg/RNPvuBd5IwHWbnPR781Q9YqLmsGFnKt9/2JpzgOKO7P8RfbdhEvlziR/smufFt72L9mVtY2mzhtSXz80dRSnH+umESVpJURmCnMwS6QPN9etNJeooaG9ddytpuxeFpj9XDeV7+3LNZmJ6ge/PFBI7gb/6iiNt2iFotBoxxgmyCfftm8U+ETMRlyuU0FXxKpQJPHZDkEgX0+XGuu+6VjI8J8rZJNfModqvGUiHYesYAD963m/u2TaLXQd5/Oy86u58jx0bZu1BnbrqPNS8v8PwXXMEXb7mfrsISWjJiQCYY01weP9Lgkmo3/YVhBpb0Mn1sCmemhdFuUl9TZmLfLD3rB9n52DjLekcYWP9C9h3UGds/jdG1nFrrEcrZGkuWLOMLv/k1F27IM37gSYQ3zdkrlvG4X+GRn/2SVd2nM7gsgUsO8Ohrt9jrm4xXTSZnIp53eo5LX5tkftRlyo4YzOoktQoTWojrewgPcqk85WIWxw3xPB8/lh3ql+iQuWQcdRZ2UqF0hWFouFLH1ENQEYinG5/PonBrT8sj/5Cpq2kax8YD6pUDmHGWkCpvePULefzhA+wYO8gFl32Ytp9EFzaRCEHTQcQoDGpag1XDZ3Boaj9CBM+aK/5wMX1yRyK9ACEhdAWxColxFosVKNR/++T/nxn/1R1ATSlVeMbPq0qpohDil8AnlVIPLF7/DfC3wGWArZT62OL1DwGOUupz/6fXTRia6tIV/QN5xqbrGHoC349IJOzOil2PTn2oJz9oy7KIw4gwjBFCJ4rjDuNXKJTUiWOIwo4DN4oDwlgtwjFExzkJzyYnSWPxhlQYUQKheUQiQAExnXtDMwyEH2FpaUphGx2YTKawdY1iNku7McXWs1bx8q15ctokzUoL14/wgySGlUAJkCrN/lmHdcOzrB5ZjhnFpK2AturiSz/dzYLXRdsJGcw6OAsOb3/7W3je69/L2178an6z9ymiOLEYBaEhyRFLlzByiGMTJ2wxUopYCBLIKIWKLSQtspZBJKoYVoJWQ6LFJrFq09trcPFpvTSCkBOTs7hBP4dn5in1DVKZGWVpWSOqSOYj6C+laUY+QS1iSdmgHmu4YYDrwYa0zqoRk6nxMvbABHcfyLKy3KTVhjAqMJBTEGp0qYiG1eTq5wxTyuWwjASjx8Yo5DSmp2vUW4qqFDiRhhPotBwXo1AgrriEducoD2GiZCf6OJXrIooiZmdn2dC3BD+O0JM2reocxWIRx3HQdAPd0JAyImOlEJbF/Ow4Q8NLcIM2TUexMF9lcHAJ1dkxzli3mse3b6dvcAmlfIFST0zoZMkXYHY8pqcnYsvpg9x+8x1sOvNsDp3YQ09mCY9sP8japeC0NEqFIo/tWuAlLzqLYjJmxdCZqGCe4/sPUXMaOO0QN/JYNzTCymVZurIr2TlxAKHPM1v3MJM283WfnFrDJS/xGD2QpTn6FDPTFQJfMV518AWEoclQvkz/Spu8tEjoLh4elYpLImETxQGBnSZfyDI5OUlol7ANScKOKWd7MJSgJl0SJvgNj5HCKnzXJY4dEmaImQnBrtMzsA5DLefmH/4YL1ugf8nF/PCO23nNRSOETsAjh0bRcgO0ahXQU8w0fLxmQCQi7HQKlUwiwwgRBfheRLXSRkkNOwktV2KlOrCfYrHI8eNjSLMTw24nM/i+36EDatYpDm6sglPcCCk7pwRCCDzPexYnVwiBfAZM3VCdoEUhBH39PczMzHSeJwpPwW9ODqUUfX19TE1NPY0l5enEzj9GXzMATXZYyL6S+ComVArtv+gD+PfGn8QRkGUIlddNTCOBEh4oAykXs3PimFh62LZ1SkJlmmYHgiElmmYQhYtwZWI0DXQDwiBG03RkrOF7oPQITSw2YhajVU9+eB0YhnEKk+gYHgQ66weWcM6Zp/PwYw8TxhF+w6WuNCI8Wi1JvpjGjoFYIkKfrq5ufN/nhj8/C9F+gpRm0JARQcskkdIRhkKPY7YfrnPppiKZlE5P0aIWhMzNC+7a3qTlRDTpInZdonCGdK6M71lMu9MkQoFIdIqfUIpkwqLdrpNImlg2hF5INmEhmpDpkQS+hdVV4rZtDfK5BEEU4scRqZQk8jou0XbUxDIALUXgdW5k0xCEQqOpNHq7dOZrTVKxgeXH5PIJoigkSYihx8hIEGkJssUQMZ/gokt7idyYlDmFFJ3kzx07a3gu9Heb9CcN+ko5zEyCOLZZqLU50Yiotjx83WSu0iCIBY7fUXN4CmjHKE0RxYvbfivVmQzMRRSn7PAQZBCSthO0w4hyuczMzAyZZA4/aHdkuEISC4H0FVIpDNtAhpIwjDFNi0YoSBsaZlJHxTFhEJApxv+Lu/eOtiw9yzt/X9rhxJtvxa7qoFZntSQkSyiBhQkjkgwImRm8ZJs1A2PGNmEBg5mFxsIkjwkGxmbAhGEM1tjYGBAIEEJZLRS6JXXO1ZWrbj5hhy/NH9+5594qtQSegVmgvVatqlv35LP3G573eZ8HO+2QKY1zLZkKKJlkRQblCk29SVZmmKKHbC5StYYyj7Q2R6hI6w3TSctiB9YHJb69Sr87YJA1dIfrTKc7LC+ts7O5S1FWnFw/ztG1Pnfddit3vuxOdLyFhz7x79i5OuLihSvsbI/JxC7aFNx4y4tRrWU6uUzQJSuDBdYWj9DrGy5fuciVK5dQOaysLGEyybRQLC4sM9rbob/cxfkKpVt6HRhvbSHakqYa0ekkOfNMeibjDR791Ab/6T3bPGHh773hixhffIjLZ69yxedcmRhqZxDeMXaKP3lkh9LA+uIijUtGQEG0xCDBZyglEDKgDXivmVYtbeuYuEie5XMjH4FB6XioulcHnrjiEI3yUFH4fEfkwPsj+jB329t3KIsxQvRz86b9wwePQFwT3OePOe9EIvo6UygbfVIo2Ue2lAIp5lIlf9HHX3YC+BfA5qEh8FKM8XuEEG8Avp2DIfC/ijG+fDYE/jjwktlDfoI0BN76XM9rpIhDlafhnvZwyDszmbYc2EQKeSCWZIMnMwXOhSQaNusAvPdkeTLKqOs6wTq5pm0CbRNBHjgj7YswuTagdfLnpfEoY/gHX3cLajJC5oBw2Cbj7X90lfX1Vc5cOY+tIzo6vuarvoIP/Mm7OLFWkA+O8Ko7JdXoaRZY4UzjWe2PWT9ynMm0JVSeMxuRm9Y13k94wS1HiaFlcinw7//DE8TVLtsUdIsFeh3HpY2KZ85tMFxZYGt7ixOrGcNeiXQ1Qichqul0ipECEVtM5whf88ZX8iu/eh/nLl/k73zljYwq2Bs5JtZzaWfEaAduv+Ukr3jpKRYWdnj4oTP8xu+eJ2Zd2lrSOksmJbGdIvIsfVazi6HUYKuGxeUep9dLVrp9nnriaV59Z8HqWkbWu5V3/vEnKbuBO+44wXAoyUSHXi7ZnVre9YFHOXNFMtE5Ra+LCA1bG9XMGzngvUNLTYyCvGuwbcQ76PdzmnqMkZLKHVyE+zaDRJ9mLM7R0Wn713uPExoIZLlGKANeEGKDCxKpNEidFEyVwcQmJfMiw4RApjRxpvZq0DRuAtGgc42PDmaucFJocJ4YBF4GvI+okCpKF6FuHCdWhpR6ipaw1+Ssdxt+8Ae+mX/2g/8X03ZCUDmDXmRoMvodBd6x0Csg1LR1hP4K0+mUqqpYWxpwz4vu4hu/45/w7GMPUt33Hh5+8lGOnT5GLrbp9TsUhaHs5PS7Ay5cfIailBxbuIGgKrZ2d6BTJnp0vYuMgcc++QT3vOqLCd5iVEgieCoVY48/ts29t3Qopzcx9SO26l22qhxR77EzydmprlBVgp949waPPDcheEsrPW/6gtPUk5oPPLVN6xLEUrUCJTXGGAaLQ+rpmNA6rD/wf55bWRo5L9T2j30q5Twwu4PfXZ8EUsyTh2SYwxyHF0Idup3HS+bn03zeOHPmOhw7r4+jh2cQWZZRtxUi6VHihEjucc4RgvszpaD/3xx/kSyg3yBV8CvAZeAHgd8C/m/gBuA54BtijFszGujPAl9OooH+vRjjx2aP8/eB75897D+PMf7yn/XitBBxoBR5nhOCvWZjLsaI0GZeqXvfzNyy9NzQOn1piVKWvjA7r5KBWZXo5m5bbROu8Sh1QSB9RchyptOGW0+u8vIvfBV/8O53c2w4ZOvqFt2VY2xcvUBuFOvrA86fuwKTlkEGhYZjp09QTbe5enbCz/zPX8WZzV3+6L0f46mNyM1H1/nQI2foDQe89uXrXHh2zB13L/HO37vIv/mZ/45f+537uPr+j/CiF9+EA/7dJzZYP3aUZrpJPanpmEVqMcXGDqPRiKUMOqpi4diQtlFcunSR9dVTTKzn1EnDMCvodB2jOiArz3iyTXehw3g8pddfZHfkMNLw9FPPsLCkqV3GRz41pbdoCE3BlqsotaGUnlC3dIcZvV7JkbxHEC3OV2hnOXGsh6Tiw5+asnqkZGvacmxpwPGhoiMrtBky3nPs+she7PLEpRHj3RobA423HFnq0lMOHwRaQScTtMFQVROMUdRRUtctzkJ3mNMRio7WjO0U7z1lmc8urkBmenNT8WpmRVlVFQZJ5RKUV00DvbykHAhs7RAYGrtHJCPEDOuSp25mckwGUlS0wZBHiEoSvUjm6xKU1HgSpZDQJJaZUkShEbPudD94ydKwbBRLwz1e+7ob+cAf7zDs7rA07PH0hQqJY6m7QDe3rC51sXaMrS2TIGnjIrWwdFFc2R2j2gZdZpxcXydUDfXeBmVvyE/8ztvZvlrz73/oB3jRrTlC7iBCxZGVkt5Cn0cePcO9d5+gf9dxHvjghzk+PEK5PqDHJfz2Gu94z+P8rW96KaVw1OEoWp5Bt0MefyZwQ9myt5chJk/xLW89w099102MPLQ723zfz17mO958mk9c0Pyr928S2wljHD0vyTOFtZapSFLHIQQ8Yg7fqBASE0gK9DXwuEyWqE11DaSzf/hD/6UOmdpfb7ZyeBYAM59kAlp+5kg0igMsfz9J7Meg/fv/WQtc1lu01NfcRimBVNA27rPe7//L8XnhB6CFiAtGzoO6MYbpdEqWperTE+c4n7VNuuCzDD+DBOaKim7fFjCdZJnS8yy+/zeAVOnfWmuqaoqLka4ZMJnucvzoOlc3t7nh+BrUu6hOh3tvOc0zzz3HoL/AA59+hKhAWc3Lbj/KLYsOlfX54ENXGW2N+YY33sqdq4atxvC2X/4o//Q7v5nf+E/vZG884ob1JU6dXKSgz9qaI+vdxcJReMOXfj2v+8Kv5Ce/+3V84sHzjMoVLlx6GpOVbF7dYrTrePBMRb60yKiZsrywyNRZzpzZRArJYMGgIpRlyT03H+fBBx5C5yWoHqZsaG1NlCCFITQCk2tyk7G9cZW1Zc2wKxlVkr1xpLNQcGI1eb1WTU0zkawtLWJwtCHS0cn0/sply2ABbji9ykfue4bXv3YdbVewaDaqyEc//Qxnr4yYBIjkhFlXZ52kadJ3uDwcsr6oKENDGz3WC1SRISVMqzHH1k8SteTpM8+C6lGN9hj2ugw6BePxmGG3M18k6nQKdnd36XQ6TKsm+S9bi8w6WJuMc4JURDfl5374W3jbT/4qZy/kFD2L9C0drTCiQGSSqW2o6pYQu0yFQEdFhiPQQEzCfQhHjB6TG3rdkul0SowxaQ7pAmv9PAFkJXRjwatfVvGT//v38vrX/yTTylDSsNs0rC11WSkkg47nBceXMfkG3/o/fh1GDfjX/+YP+ORj55m2mp3WkpnAUt5DhF1OH1+mkIF+2Wcyusg//pW3QzPk2be/hT+9/wk88PV/+/W0zvKxP32QK03GjcsLPPrkHsP2Ai/+wq8hz6b0yw3e8iNP8tPffQR7Ef6HH3+S7/uWZXZ3Fb/5Ps3d9yqGpgHb42d/9wJ/++UteV8jg+YX/2DCf/OKBX79T3eoW5DS4GSSSQ9ZZ9Y9pup3niT3WToR2lnnpg4hJIKU1Hv9xfnnevi4ngZ6/XE4ERwWX5OIa2QUDh+HE8D+7/almZVS11T61/P3999Pnuc0TXPNY0tJmi2i/lKGwJ8nCUDGoUo693rW9u1P9/M8p/V2flvvrh267P8J8VDGnlGu1L4Ru7UcRvic8/MvVcpIlAqtJUsdz0K/5PKux9uKTq7I85JOlvPo0xeREm4+ucSwGym6iuAt08YxKAwCcI2l11lld6/F9CV6WlF3c8ZbY1oL/cywuqixrsfZ0WV6qguNQ+Wb2GlJ1tNYK2iDom8UMg9MW4/32WzjEayIqCaiMsPWeExTyUSBzRW1dkih+aG3/Rj/5Nu+i5NLR5hOzqTPM8LKouHkkSFGRvq9jN2dq3TLnMm4wqsO2geW+4qmmqBk4K7bjnH7jacxHU0tG4SIjFuNDTkf/PDDfORDl6lbwWbVA2GRJlV4UufYtiWisR4qW2O9QykDzLYmQyTPM4xOg71+r8TZKcPBEhHPxsZVbrzxJjpK8uTDT3LPK1/MztYmFy+dpzRpaNhGmxb1lKJT9uYFgJtdqE3TJBpxY1EIKiLCBxZEy/nG0esu0LT7rXlgYCRHlgdsX73MHTdkvPBkxm4j+fDDO5yb5inwk7qEKBQytiwt9pnsTSjLkn6/z8b2Bo0VeCeTdG8IKFnQ5hVH8yF3vnCZBx7ZwrGNd5pur4ebtniZpL5Lpeh1BW1TU3QMi71lFFtoJeh0Ohwf5ix1W5aHGb1ccn5jzBd9/TdzdbrLCSlwFx7jtlsN6Ei9OeW+jz7JVpsxlUf40MM73DO4yn/5eMU/+0dfxNt++KN87/d2GdobedW/fJzXHp3wpnvXeet/OMu3fOPt7FzVvPOJyyz7nL24yehK5DnVZb3dwJcK4T07boHIDgTQlAjp8ERcDCih57TN+TXLITgnCIL6zMUuadPtrTwwrD98HOb5X39fOAj8nxFnPkv8jTEmmYlZkXJYruH6YH/4cQ/PED/j8ea3j4To5lpAf9HH50UCyLWKK2VSywwziCfGiA8z/E3pAwbA7G8hxGwJBKTIcD61i1mWlsaSm85+K9kk8xDvMSi8UgjvEHiIEqclOjYJF4waF8MBtzik5RSQBOMxzCqItsVkSR7Ae0vEEYOmUBEXBbZNYm+TcYOSGU3bUhSaNjqUSuvu+xXGYH2Z0yeGnH3iClvTEbs7luMnhhy7aZnRlSkb5zeZOIdrQZnIi17+Yh594JPYJsNKi5Ge6BNTqT+QrK/0Wez2aScVXe1QoQVZARKiQghLYTSdomTQ6VAUBc88c4ZXfuFRlgfQ691DRPHclS1+9/c+yrnzHmSXSqVdixDAiTSwy7KMyk0pjSYGj20dNkSaaK6p+OYXUkxLOBDIi1m77CNKSKSoWRj2KYqCyWSCMYbtrV1CiNx9201MJhOapiFXCe6bhDCHfZi5rk0mE8peZ75hWui0R+K9Z9q2KJljvabsmDQLaOKMZSLxLrHNyrLk1LLhi15YcdPalHPnNI9uLPPoyHHh/B5eJEpvUIF7bjyO6Q955KkLhLYhBpu2TlWOiJY8UxQqp7Y1bau57dYFnn52A2kyMm2SobqSFCqSEeiaCEZRakcRPLqjKdo0czm5WnDTsQV2qvO88NQ93P36N3O5clx8/D7cxad50dEOu+MdOrniief22Nwd8+y0x42LJT/2y5/gjF/mTS9f5F33P8m5LTjeg+/71q/kn/7c77LRlkRXJRN4KYlB05A2V0WIqfDwESE9UmTXipIh58Ey8HxR9hAz51AC8J8lHqqQIBovn39wGkWAmIFoP3Pz97rn49DziXCocIwHsA7CEUkdwD68vI8ufDbM/3ra6TWv75qZgUfIWccR/5xMIPE87/uz3PfzIwEoEdeLVJEbkzoBY9LFkb4gOw8kWuXz2zUOer0uIYR5m9+2LZCkUptICv4AMccogbM1CEHr3TxZhCjxThCxdLo5wTMPGlopYoAYBUF6FAJ8IOpk8JJlGVVVIUXSdyk12JjMP4IHbRIFEZESl/Szi0VyaOAkILYEC/4Q5igLEN7SK5JQXmYkQ1OgBdS2RjpHRYsOkUwolBZICbWz5FlGJy+oJlNWlhaQokzv10JVVWzu7nDuyoQsmzEWosLrPOHaYoJP+zhIkaEEZEZRW+bmKAFP2zq0liihaQNE36K1ISpNcP6aodqcdaUN3lvywlDI2ZJesChhiL5muNADoK5rrGtZWlwEFDvbGxw/fpzpdIogFQmhtQcDO2XmtLzg0vNprXGxnRcNTTNjk0SBMRofLLXQNE2CjAzJBzkvJMYotF1CBSiyi7z6VUe59MyIs2fGHDu6Rh0rro5btscKqRRkOTuXN7jnBWt46bj/4S36ww7HV3o0dUWmJILA8Z6h6PXZnV5h+6pFl32W+h0mbUX0Fas9Q9s2nD4+YGUhZ70H693I9sYlbvyCV5GvncSXObeu3MYP/PNf573ve5BN4xiSYTLFP/tv11g/chuSiqe2Lf/Lv/w4/+iNOT/2TseoTQRoK0oUqSCQwhNjhvIRLw9w6hAdQsoUFH1ASMn66hJXLl8lxmspkeFQd/18UUaKQAiRPOtSNRPUIWrm8wVPQergI/6agez+c/oQ0KoDosXPur5rHyT9LIRAyMOv7VAiigfaQlIBQuDiQeCVsznBfpF2ONgfhnI+V1UfY6QoMoSMlGXB5sbO57z94dnnfGn1z/AR/rxIAEbKuFAkZoAUzUGGDemC7pedQ/i9n3843jr6gw4Ih7NhHoy9T3MEIyWbm3v0+wUiCrT0SOmwQdEGgclSDhF1pgAAIABJREFU16GExuRppmDbQN3EeVKpQkuyhwShxJzjG1QkhDTksdYjhUGqiA7tXHrCqAWsm8xOpgAizJfXtEnv/cD+0RCCIwseqR3RZygdEEKlVtqCEhIrPTpERKkRQSCyDF8lTL1tXYK7/KwOkxAyTSDtP0CCkYKLSB/JpMJgyAvQJtK0FaNYzobmKfkVMUEtU+eIKMLsgaMU8wCvdEQHSxYFQihshMaGOefa+4NkIEJEaYFSEqPDrGqMRKdRIpJ3krn7ZDJBkGNtgo5aO0YpyXA4ZDzZBSA3CRZJF02cb31HO6OzmpRU9qvVukrKkyqXxJjYKNomjDnLskQFDKkCzLIMJWGr3UG0JZ6atk5G6idPDFgdRuLuiFz32XI556ee/nDA088lyfAXnFrnmfNXWe9G7jm1wOVdx8S3rA0EXRyvfMlN/NY7P03oDjm1NmR79xw3DEtuPD5gOCg5tijZ3rzCqRtuIj92BMpbedHpG/nNX/plbli+wKn+cV7x1qfZjBXdzPET3/O1fPtPvJ/f+I7X8n0/+kf87E99Cd/0Xe/kqoHeSDLFo4WlURl5qPFoJB4fChAtTnnkITxFe8n+T1ZKtIosDDvs7TY4FwjRkZlsNlg9CIjxefjuIhikDJQdmFbhIMjF66plIkqqg4QSkpmivC5o6izHtgJEm6Scr8P89zuA9PPB4wdxbSdyDdmEa2cL+49xfXI5bNn42Y7D78kYRZZrssywsz36nMH8YJtZXjNzAFIR+Ty3/7xIAFqIuFjmaagmDn/w6U1n8iCjGxNwNpDnJTF6MgJRO0SUtNGiZMl00qRt3TJnOq7oFnlqZX1LoSBEhfeWoshobYKYUnAM1DYghMGGQBtSNVJbh/OBPFPICFqp2S7CAVzlnCMQCT5tEx/2AU1wVUCKg6G1Js49ApjtJ6RqWc3nH61vE7wUDlgLIfiD9luEFMiUwocMET1SeII0aVVdCkywxAheKYx3qUMQBcJ6rLDkHiIuLdApjQ0e6TO8cHQyTaECLsK4tljkrKI6WGwRQmB0xPicI/3ApcrTBDm/MEMIRAKCbNbJCUqjEdET92c07qD6MVqijGYymaDjQTdEdMQQKId9dkZThDB4bXEuoKTBhaStYpBIm15d9AGFJSBYWh6ysbGHEgGvE2vM2chprbFKg1NsdzNCnJDJPl7UyLbGVck/tygKtNDcvrpCXjzDI8/CHcdvoLLP8ehzcFHAqcUTVHvnuO30Gvc/e4X1o6vgAx1RE+OEhUGfG1YUt65kXNza4tmLjsHCKresDukMWpSbUJgtbj75Im6/7dWcGW+QA5/8+MMM9ZQlE1ksDL/7jOA33/UIz9hFnK3JTcnP//gP8A++8weREaRuUEFQRUFUDThwSqegLh0ej44ZkpAcrkS4JtCKCK1rMVlyFjN2QAREnGCVTdCryObn5L4sQvqeDjj1akatjAIkil6u2KvsobndYdbOoepbASEFwoMgeJBkXvKi23ng049jo0ZFd3ClXccG+vMcB0F31hWIfWjqIPDHeBjWurYiT8/12Tj+qfDbHwR/Bgx0GOqJOhWKM1/r/cPLNL8Ts1h4bVII1MF9HiQAKeNikQEBLTRSeFQMCYKQkhgSliylRMV0wRMVQUGeSVphCVXiB0c8TT1rF7Umeo8SEiFDuo+LCO3TgDkrE/ccRdPWaVHMBqrW0emU1I0lz3OmdQNSIfBoIdFSESMIAU4cYIWaOJv2B6Q+OFHShmCqwoUQOAcEP6ea7S+mzVvqkKrnZl4NRPR+B8RBOyykxztJFC2+lWQ6MOj1kXZEkWu0lpy50hJVhsr6ZGGbleVOwrp9jeyuEGNkOp3ibKByiZmhkHgZwXm0cAQhqWxIFEcRD66U2WsxmUQ2kVfdNeBPH9tkFEpkdAfMKxGRIifSkpNE0Ky1SC1mJ/7BbKcsEr5c1zVelfMT3nuPi4G1xWWu7OyghCa0DV4JyggOAdHigqObQXDJM7VQEBsoDCwUGca03HbDGhe3plSbY37hx/5Xfvv338F0e8xe5ZnYbR588Ar//Vu+mtfcextls0udG97zkU/wBbfeidmr+LH3/T7veXaTu8aCr7h3hV99Yswbv/Q1/Ovffi9TJVIX6KANglxF+ouGk0sdBqbGbVd8w5e/mnNnnkFkF7j79ju4/wMP8erXfAk9Y+j2F1k/tcqvv/2XuHkxJy8C1V6H+861/OePXeUZt0IRPHs20hU7rK10OH95mrZ5gyDPNC4K8ihoo0chicKQ6xwb97BNQQwZTlcgBDJMQCjcrPOJ1qGjQAXNlIZcl7jYYMoiFUuzYaaOLSCJQRHFISmGmJbskGKO9/vo0jUoFEoper0eGxsbSZSN5HHdtvX8fFIIpLhW42e/EIgxpkVFNwumIknGCyEQfPYB8J91CCGQpGTVxsTaAbDeo6W8JlEcPj7388k0M5kNlZ83AUSJECYFEyRCyGvSSYgJdr52eH7wGFWY/qVqAf3/cux/sAnfAzlb+JJSpew5y7IxRpoABEfbVnQ7fXZ2J9TaUYZuqtilTyel0vjWp8FPSItAdT1FGYFvJULktG2CgeqmJQqDQhJ8oLfQY3dnj0F3QGvrlJmFwmiNiBHvPNqkpbNy/5wQzKRnA8IoWgfy0Kp48JYiz9lra9p2Rms16YJQs+4uYZZhzpMuSV4I3jeUsy3JXKX7GGPITCS4HFOOOLWcY7Rn82LL0zsGFyOSiACETJVfrgPV7pjBIrQWLl0cUeYa1ypi1ATVohEzbDWSywxBannzPE+S1uxXSzN8Xwgg0umUVG6KC6CEQ8qDRRuYtc4yEnVO3Qa8MihnUXqfnpe44lZVLOVdjvV7CLc9S5iOTrdPbVuM2+Z1dxxneZjxgs5xdt2EF998M30aiA1XL59jKwpsMybPBDevr/HQI0/wmte8kiefucCHHvwwK90u8fIWr/vi2/mTj/4Op25bZr1/mmpDcGnvPJfPX+HC2Yf5KLusLqzz8aef5t3vf4Dfe9/9TK7WrLw0I7clF6PkfeNddsn4wB/8IZsY1MgyzQwdJL1+j7baYanU3HHjrTz+8Ee4+55jOHGWm49cJu8c4ca1ExSvuJHlYc3jjz2AE1foXz7Ny174Mr73f3s3Z+MST3CJY0DjS5SAWk8opGcsIrcvrbN9aYu6dQxKRZFrfGY5ubzK3niboguDnuGuY8f4L++9n2960x1EdxVhj7M7EpxrFe961yco1CK5dBQrC1ze3ODGU0OWSsHqsENn0KA9nL7rXj7+vk8zncLltklwaRVprZ8TL0SUBCLWO5h1cJoOPk6I0dLpdKjrmrIsGbdtgjHahjjD36WS4EWyUBR+HmCvweBD2sMQQKMFhRdI67D6oCu9/vhcFEwpJdZZMi1ZWVmh9paFhUW01ozHY7a3dqnrenaRXs8K4vmpSACElKjwSV/reW8mkcLgREAKhfORw6jTPmwq4sHcRKpD7+XPuWD8V7oDUELGQTZrKV1a5kpZMzF5SqPn1XEbPbb1WOtRala1zJbF4KDaToyixPnfH8BC+kAPb/spBLZNWLv3ltbWCN1hMpmmLqC15MaghKR1LZ1sRmWcV+tuPrPYH2DneY6aYeRprV3Ocebd0R6NU7giIDVkMtKMIdhAjLA0kKxk68julMxu4aUA1yUYQ+MsxqbKC6DOcoK1dMoSIzepA9SVwraaUimcnXJuDzrdDkd6gVpmVLuCzqDC+Za9qUFPLYUB5wXeFUmidkGwttZh63xN00xARHq9DrGx9NtAD4lTltYHyo7iuW3PW159N6ePZEytodtZJKu3uLq5zfb2NhhPv9+F6LHWojNDp9fDTvfQQrK+cFNiDgXJKNSMRiO2d3bodAY4BNuTCeXSOnttw6cffJBTt5xgsltx31ObmI5gtTNgMtqladLmfeVBZ5KqDSgBWgsKbYg4mjpQ5R2C13i3h9QGESNaKiqlaJ2jp7KZVWekiA5lYH2lj3OBleGQ6LZRQmIyuHhph0oWKD1kaitU1dK0npUjy0yne5TScduNksWxoL+iqaaOL/myb+L73/ZvU1GSRdaE581fdRebOxN+6Q9H1NKx66tZpxnn8OB+Z7i/yRqRM0nhwEtecgcP3P9JQgCPIFOAbxm3gcwopIDc9un3tghe04oC6yQi7DFyGYVWHF3t4mzDxpURb/nqO7hppUZ0hvzcL93PD73tS8mj4VUvq8hcxpMXLR98/2Pc/8AOWXeJRgx45NnL7KIYTcY01lNVYIWikZ6sKbj75h6vvnOIGN7Ke+9/lE8/cBahIYRIwFHIDLTCNW3a1clneH6ISBVTWxc8pRBMpwpVSL79jV/POz9wH49cOEuIDUIabAwIGQkuQ5oKQpr1meiTLDOemtSRCBQ5TVIoFZI3fsOX8dyFMxw5soZ3gnNnL9PvD3n/+z5E0pT8r+Dyzyr8w3CSlwHj07whSJN+Fz+7XaSW6f07DjGOhJ3/u26rv/4QkBIydvdPcHmwCm7yAmsbSqPmAVxrTYguDTXDAfxiZi5L+wngYOU7zs1jDk/WgdnzyTmDp2obolSgOuzu7qb/a1xykxJpd6A0CkEgziRrOaQXcnjJZN/BaP/CBWar4iNyoVBeUAg4feMJ3v3IWWxqGRisdlmPkbbd5aV3Hefhx89zvLvGnaeP8cGPPEC2mONdpJo6mjygNOgcbirgyi5kFuxVOLqc0+uXvOPCHtvAqd4Sd69avvlFNzMYVGyMRiyvnGBre8SFK1sQIuNG0O0NEMGgVIPdLVg6IrG2xRiFiyXbtuHqZEypuuxVE3YnU97x0CVuXekgOz0ube2wu9ciFrI0NwiCop1Ra5GEmDqj2rd0iFQEhkWXxkUqDx1hiErSBIeIDkzGXjOlIzJ89MQsJ3MehKLsZNR1jQoHFL4YI15OEVEQPehM4YInQ+KspBdr9gzkQdGqgBMKoiNXUIRUZeVBUJtUaUqT4UKDah0LwwwNrK/kbF8ececNhigz9kKHJ5+9yvLaMpOmZXdrxA3DLgHHbTeeYKWnGcaCjzz6EB8+A3VhqGkZRs/Id8nDBJODyPtMRoFMF+SmQ+O250Fhv9CJMaJwZJnBNi0y6zCd7s0WGzNiUATJnBJbiEiIIkmka493Gic1pjFoKbCyThpa0VEJnWYIwWOTOj8+L1DWoVwaqt98YkpH9/F1DsKjC3CuQRcdbBCcHJQM+gXdXk5fbnHk6Aq+GlMuTfjRn7/ImWnOctZD+01eeOsiG9s1Ki+Y1orRXo0d1wgTWOrCi+7os9Zf4dTRPll2hcWljEEXfuannuXrvu003/fjz+IQCBs5OoS/cddpLu/WbE9rqkkAFHW7zfYWDAcZO21LXhyjHlXYsM1Cv0P0lkljUdIQreXf/sq/4G9+2d/CtZ7Vk7ewOFhFBIP3ccYMtM8LBT3vIQIxCKQ80AvyQmLCfgJQsy5JJ7rodYPf/SOl+MPQkZ/Hr9Z9HiQAo0Uc5kkOoLXpdWqtWMw7jPYqogYISJVojjF6+oMuGZJgbfIDxmGDRhpDnF3I+7pB1losikxGjIwol7xFzayqljLJO1dNi3WSiQuI0BBNl6qq6BuQWYGIjp7OidZBB5raUreWXq9HU7t5hbZ/oe7j2vuJodPpUE42+YevvZeVHDanE3ye8z1/+NRcyfDvv+Yu1nTNmpYU5SYLw1XG45qreyO8E0zsKm3jmE4skwHs7u6itaa/tIZzjslkwqWtGodkbzzl7GhEnuccW4bJRDKe5AgRMblmc28bB4c2pTUCxbYWfO0tHd776YYgK/AhDQgP87K1ovFpV6MrPcF5hCzn793JQOEVXkKQERlmcx0lwChcDEifBsvdqAk4pDDUNGiZnmosQXnQUaKjRkToCM0mJJyaGqsFEoGKJO0e53ESCJ4iMwjfYrRCCkspFCF6bA551qHbHbCxu0HrJbWV1MFBCEQbQHYQPmJUhdSKntEEPDcfK6Ge0CsVR9bW2Tx3jtWlPsd7OVfOb7CwvkzvyL3859//Y4ZduOP2U2ztbTNgj3xwL7/4nkdxwiIzwXJHgbBsTzTSDOh0DdtNy62NY7c/JY6XmeDYYoPSJsZNnuc0dZx7TCsXyArFqNpBx27CkJVLHUIUCBWSlpaCPEqcbHARjMhAluhpw5Q6DWqNonEKkYEOs3mPrKiQ5EKTB0FwER0NQdkZWycmuXQlENISwzJBtChXQ5Ejdc1qZ8hwbYnHH3uKF954M75qmLYNu7ZFoRAeXHAYU6CNp680TbPLHSdXWB4usDhQ9HvbLPZyupkkYsg6Jf/whz+C1TCUBS++4yaOrHnObozY2PJ4H+l2u3TsBkdvWmW5EAx7EhcdR9bu4a0/8zt81ZetspRNGXQW2dr2bHhPVRt2mwYbci5vNJy/3BBDMyd6pOvbXwMpHWYKPd/ewLU/m/mgd38GkpK8mv97X5/s2vsdLLoenhdW7eivfwJYGprY9Y6s6DHeGdPplDPqoMe2EdPJcK5FSDCiIEaPVJEig0wpjJb4tkFleaq4m1T5Z7mmbdv0pYgEz0TvwBiim/F7tQICwQta54lkjFqHjJbxDKs3vibr9HBtjRGK0mRM2gkhOIpONw0o7bWaIwcwVriGz5sPFzl/7hKdLEld4yHkcq5pE8QSpa9YLmBbBpyNSVxMCWIUWGeRJJqi8+2BvpFjnnwkDutCotWpiJASHT3WhzmHG2aDan+w/Zjw9kAz6PIVJxTvf8jjsimS1G15Dlg5ylmsEsTZhrJEXOPOpFAYo7C+RZBMPWSU9LKCum3S52MjTYwYJ+mbiPAtW0XAe0PVKpazgNOGUesovGMYPUe04WweueQjq9KwZ2skglwblJRkStN4l+CbTJEpUCJ55E52W5aXNFUt2WssYw/WRgplCG2L1BKh0rBTK4cqNJWTaCG5+4Z19rbOcctK5J5Ta3SM4Nye4NjxG3jy0U/wgvUOa8dXOXe54YMPPgXmFAsDw8ceP8cSNdttjzMxIq1NjLAQicJTaEFDgdQGaytuGd7B5fYhgnF8wcrLeGx0idHmRRqh50FHyXx+7WTdnK4xCFNTVROa6SKREbZNMJHUghg0gpyyrCiFp93LmRaBl59SfPEpyf/x7jFf8bIB47phbxxpnWEc9xg1Q6YuYttIFSXKNkilaEKydVRKQYAmRrodxW7V0pNw4vTNPPipB4lZBxUKStHglabxDVmZQZu2ha1XSAJy1h0KNIEKazTepgKNqIhhSpZpci3olRl2VKMVVFmNHedIoWhtBXQwKqeOFUKmPZzM9GhsiwqCwigaN0LpEtFkOLFFaUCGgtpZtEleAHZGZw5RUFmHOlR8pwLHXxP0Dx+fLc7uV/aJOm6QQhPUoeQQr0Unrj+8F9f8bh/haNzuX/8hcL9b0osjnr08RhuFkAofIbMWPcP2l5eXGU9G9LNiJvvg0Ia54FuMCuU93UyzFQXBe3Yme/R6XcpOiatH+CiJxoBRs61ggSVS1xUd0yHLMja3xsiij29csmScOZIJkcRC6uCSsofIkTptHo/H4+Q/rBTOOYqimFcM+1oi6TVGpttpsFm5GZtGemJ7oCeS+RqjCiZ2m7EaJNqlTMtlEY8o0ralY0pmPXYmd5DJACElOxsDWszIZEETRKSNAoREkyz1lBDoCNEctKdCBLRWTJopMXTQMiJiqv4zo7ExzE/+Vmi6MaCdpxaghUzsiX3qpxD4puWGQY9h0eH4sORY31DXU7plH9u0vPORq9Sq5HSouHltnZBrRlTsNJEnz2+xlBdcGo1BSHZ1xLWRaFuezRRozXRkEVlG8IFJCAgCSgQa21BojXcC2dE0rkEGRSM6jNqaUiu6aPzUYrIZzq41plOgXUshHDoEVnNFw4TTN7+Q1cVFzoUpu9sXuFzuoMqCP3nwKs0D51nvafamU+orF/jUg2OWFgZsVtsMthrGpsvVqQEsprZIxUxELidKhwuBrAhMq73Z1nrkthM386oXPsZ3//Tr+f6/+5P8zvg4TXMerWbVn7A45+j3+4jRJm/+2rt5yW138raf/o9s9q5STXKUFgQfCEEgZUDKhi95ZY//89feymvv/VYuTg2Pn7VsnoU2K3nu4oT19T6ra4qpzVjPj3Fla5upHdN4T2U7qNAh15HjqwPWFkuEaFhfLlkoWijW+JGfv4/Vk8f49CMP8tKXvpSPP/AQL33xOidXSz7w0ScYNRl127LUG+CJRFGwt3OV9fVlrlzdntGZFW1VUaqcYRHZ2p7Q7/eJTSQ2kb1JJBiPtSW+KSE0RDxaDjAq0Lg9oivJOwLnNb6ZYnzAGUntGrwAG6YILRBBsOeGKHbwGoLtobVLagDeImb2jc611yyiXb+w9ec5DmBiiNHiQlIwPjhmLKdrlxHmcUER5gNfKTLwKag3f84Y+1c6AQgpKbOSQZG2eaVt6He7+NkKdVV7JqKibSy79RYhwOLikLqZYEgcbaESvmyDxLmGrFOykrVcHlkmtadf5oxbS2M9Wjr63RxkxLYtedbDRkcMMFxeZDKZkHcKKtsiGg+qwDVp61UjyfMM207mi2MChQ8tMShcpvGNJ8nQzgbbMXGfszxn0rQzUC/OArQAmQF1wm91hfYGJSMdP0mJhIgMBV46bGiJSpI7jdMZfRVpg6SRNdpClWs6ztPMbOoyG8ijZoJkUUXyos/WaBehAaFQQsw4/RIbPEE2nHIFlSjR2S5ZlBQyMNAepw3GNVwcC6Jw3LQ+pAgV53YbVvpdzu1OCELipSEGyaTwNDt7SOAb7z5NEWGHgofPX6Ls9rAqMvYVbT/n3ecvMRIaq9NFFY1hZxKIIhUAEcEkF0yAbt0QZaAWAjnrxAUBJyLSQ27yZBAUArt7Y5yPFAb2ZMYdK8exTFn2Dlnv4L1j0IetEbxgpcNXv+GNnH34fj710JPo4Ng7usb9j22wZx+n8ZG7jgz55KUGHaZc3BNYFEUnZ29XceWJLY4dO0JLTS+P7FUZu6OWMni8NsSeQXsQVAign2VUkzHjiaOvepTlmPH0QZZ3jvM3v2aReOotvOnLf5s/vu8ppHY4OySYXZx1SATnqx3efNsq//jbXsjqK95Kt/wYP/r2DZ65GGhiZHu7RMcttND0XM6FC/A//d3v5Mz4KN11wbknLVpf5YqEDz0X8c81RFqIFUXepa3HlKLAZpHOMMPtbjJtG7arLscnU5aXeozaMUf6JVer5zhy6mYefuoMEfjUg5/i+MlVnju/wcblmtHOiLFLW9NXt7ZnQTT9fe7iFYge6Wdb2wZEFBzJFet33cnDjz/BG159N5ONR9ioNfVkSOsdVXBYP8XGjGNHbufJhz+BEZ7hkuOb/86b+PVf/VUmFnwwFKWgrQuyGGikRXuHEAVCjGlFQYgKNXMnQ05R+zRna5FIpJAznalU1AVpUFEhRY2PBh1CgsEOLWxdL1qX+HKz/5f+GgG8+Z5DBK/CjGwn98mFeA5gHxlT2P+vQXX+akNAC1mMU0vtNTo65EzvO86MlBUZSouEZQrHYNClKAo2rmzSLTVLi0Oaejwflo3GU7IiJ3rHaOTRRtLplDRNi3cC52tWVrooAYQEs2gFQmpcUGyNqjTkjVDopEDa7XWQM5VCABnkjB6a6KVSzpi62mC9TwtW+/zlqIkqSd4qF9irGzZUi5YCEaAQGU4FQhvw2tP3XTQtI50SYB4llnTCKCRKRvrBYwWUHUHrJdFJjqORMZlvaKUwWcYlMcVPHau9ARezmu5ey03HbyTkjgtXt7hiGzoIBqbAT0bctbbAghU4s8vjWxmXJi2uVOwVnlwa9nYaLEXyQHUNhsg4GDKp2CMFYh1aAoISwVgGRIBcgJUdZJ4gJSk0ttVg0+KQlBBlTDIbs8/NHdriVP4AYrMiQVI6HJIBEEk1VvuUXxcKRSk9i0bysjtvoN/vsmWGFDtbhOoCcbrH6Rtu4KKVfOrSJnrtZp779CN0TECLwIM7mhvXFhntXuLKDuQ9RT32LPdybIgEaWjsTHwuRLq9jDxX7G5PGfSOsNM2KBGIdooSmsKAkY4QM9pmDyUEy+slC3LCC26+nbe/8xl6ueCFx3q8/iUNt50+wS/8wkXe8LUd3vFrW2yYMe9698v40/fWrB+9gohv5kd+4RcJu5qv/vJd7v3SV/Dh/3gf73gILp6H1/2Nm3j7b53j9a85RVVtokWNVQNWOztcniwjrOHRs2cY9oZc3Bixues5fnzI5Yu7ZJ1FJuOKkBmcq+n3erh6yitf8wXcd98nGdcK1Hj2PUEbFQNV0rJHwTJVVaXvKbRooRBSE1WSDxHX+Xzvw1o+euQMVpJBc3Sh5I2vk4jBDYxdTr5Xg99kc2qpXGR7z1JbSTYQNI3gwQcDrd7CNY6MjPWVjHo85qYTJ3n9KwR1PcGbjMubLbsTwcXNlvHUUDeW6bSh9ZLGJVfAEBzRpdd1uMJPkG6SkBFNwOkW7zW645BB4Wy4hqMfxCGKezxY79pPAs+nZJruN1MOICBjYgntMxlTB3jACNpz9q//DODIWi+Or04RM2mGfSxM+Nn222wOjvAI9CGcWeD3E0ZU84UhIyJCSRolyFxIctJZRvCeTKbhS7/MENERZMKwVbTJZjEkbZjGeZTOk68knm63S/Ap84YQUCEg0OCZsYE8UsDQzVqzHKxN3F9lIBaSIYabVYdBFrjiHKLocGFvDMCVqqXwHqnhWHeN0DjGhUUiWJMlm5MdnqsaSi3YtZFulnGVFgTctLDG5t4Wq6pkp54gnECg2aFllGWoNm1YtzhWe4G9sUYahxY5rm0ZDgp8aLFTjy5yhDUs9R3TUcmknVARabWk6yS1sITMI2d0QxcjJoiZjEJACokniW05BYVXxOiQAlT0aQs5Jk6Dkw5EmMF4AoSab3MCiBjwMXnA5rOZilKK2jZ0lGF5fQ0hBIPBgPNnz7E13qMjNTIk3F9LwdHVAdKN2Wng7KTl1esQY7PsAAAgAElEQVRdVnuBolPy/7T37lGeJFd95+dGZObvXY/urq7u6ffMaEYaaYQ0EmMJvSxkNBK2zMtri4MlGdnLYQ1mvV5skNljWO/xrrV4vcAxBxkbbNjFiGWNF4GFhSRkgcWMJUYazavn0T3d0+9HvX/PzIyIu39E/qp+3VM9oxEz3dWovuf8TmVFZeXvZmRk3Ij7+N6hnWJlZY0nLvQJvhWJ9WRIKcJiHzq2xBtw2kSMY1g2sGlBWi3tmpknxzIqArV0ilqtRS4FaB8VT5bVGPU9UkQ6isRavBga1tJMc3Y3E47siTUp6jtm+OQXuqytrfEd73kVy089zt13GB4/MeDyEgQP77ynTajt5uyxgmz3eZozlmeeKPjB972dv/ST/5QffMcHuXDyGKutGm++I/DvPw9/+6/VGXWHdJ1jrQf7OzsYlKsEN0djus/Dz3S5Z88OnlopKV2fuiY8s1zwulfM8NkHVygtrA4zSoljpuZS1tb6TM/MMhiVdIee2UaD0g1Z8wmpHRJ8DLFUcXhTkbtJASFm/05Gxo1t427Cv+TNEPw0VhNMcNgkegg8Q2rNFmW/D1nGyHne/74/R2b7/MZvneDInOfIwXkKZjl7+hH27tzJ2+49yO3NHN8ouXi+y7mh4cKFgl4hHL/Qp+9KVldHBE3wKHlVGzyzyQblzAQbcb02rjMxQ5ktUy9g4dw/Z2Tu5pZD9+H9xr09h7ZaFdWASEwK2MxhbK3F+SKGf2qN3XsaLF5ewQfBOY8xG1QXxpg/Gwpg/1xbdy33KT3kNk6qo0YKoyFOhMEEuZPiqGEoRDGVeQAgVc8weHIgtUksNMFGaGYNRcqA1hNKVTIPSYAisTjxiA8YI9FpNgpk9Rq5K/EhkKUphSitARijpEHJU6EsHb2aUFMQr1gPDYFU44ZulEBTIRXwPq5yGx4O72izksPZUQ9jxlQRkBrLsHDUDKQeehULaoLSxLBMYEiMkHIusjJmqqgERpMdajZGnlbJNNZ38FmfdhEgqeOaliyUpBqoA0Hq5OQ4U6MYjmLYZqVYJ6MPEIl0EabyJ1QhmcA68dZ6KGz1QhfqUIUkMRiv2KAUAplClqb4sqSepRTq2Tk1Q6PRYGZmhtLldLtder0eF1YH6zbXNKloeieSY1Q2KjiJ2Sgd2q5l6xnX/XzEntkmWRLpRFwpDIYlpYK3yRXhweuZm+N+1DHvUaTLcKXFZh2MaVIwwLLKbQcPYxLLubOLjEaxDGWc7KKZ0lrL2uoiSQg00oS5nRlnnl2gF5R6mmBtQu4ShIJDO1OCOPrdnL//nTv5t59cpVmDvXt2cWjfDo6dK5HBBTqzPVJp8+DTPQ7s28Nbb1V+50uXuGf/Hn7rS+f4x9+5i8HckJVzntfMBz75ZMFfvG2GPzq2ymtum+XpEymveXWN7sDz0MOXedtb5/i1j5/lIx9o8sO/At997yw/89kBd+wfcsddb2Pt0h+z1ttD33jeeGQHx4+f5shBy+9+ZpFkrsOZc8vsmG4x7OfcVocvFyWf+p/+Bh/46P+L9nsMkjqvvKXGI2cGqE0wwWNEKRWMtxhbgKRYU0dTT9lvYu0SQopSxsAQxu++wfqcVjNhqG1C3q3o3wvmmimvOrib8+fPoomhV6aUHkbOg0npjzas5zGEOIaaj4tKGZtGviAfqSaSiqJGTUxMLGybGbdGVmvxi//DnbzhvR/kNe/8h+RmVNnxzXpoJ4DRgNiEpDHFA7/zz/jmd/0tvELQWPo0NRvvWWfG0lsrMdJgfneKes/iypCZmTYXL65EB3I11rv+a6OC2NI+AC+BtTkwZcLq0JEkKYV45pIpFvu9aN8PgVCFbrrCoQKleFI8mcCMWGaM0PVKhlJoqDhIYnbhVB5IEPzIEYCZpE4rSekzopsrWVJHi4LdtkO3UfI0OVnheXWtQ1NSemWOJ5bsm7EZp2uOldGIMMyZrtepZwnOjRgEYSiGepLSLGE58ZCHuMVVQz0TzvU8q4mlb6ICs8ZigEwsu2aaNGwg8YZvOrCLsxcv4ER5dMEhkpFlCaNRATalsIIgMdJG0vUJzPnBerKbD5XTCo/zAQfkweC7fUg7LBVdagJq+nifAA5bGSfVbRBmBQ2RqCsEqCZbjK0ijTZWcpO0DmNkGGrGklWmLAwkwUMtq4pxG3KF0sPZpS6qayQXFnG+WGdsFZH1Y8TggyfLYpTXc/IwqhVYnuf4YiNpRj0sLHlIBEUJoUQcBAloqJKrrrFQGocTF2VZRY4ZXLEMLMaVLnDsqSdAI9FcJPkrKIlRYfVkll53iLEx67QY5rzz9W/hqVO/j02UMli8C2T0aLRTOtMdeucGjPrC5x6Z5dRgkTCqU+xco1hsspzknF/q8vr5gzz08Cmm69DtrXJiJSMvAsnugxT+HGZqhs7+eU6dOM15M0fNn2C11WZ5uMa97zhEriOeOXOR2cOv4FyZ8/mnBiwBX3r2doblUZi7nSNzj9Eq2jx5/iE+/gv/in/4j/4ZJ492OXb6IqurnoUlWCtLGqMeDSzlao+UhDte3eb0lx3/5lO/yR3zc7z2YMbx5TnWlhfYt2uWohywtJqT1lqEvCRJYMdsh+EgxxiPo8F/+z27WBzu4N998hTGZDQadTITqUJUFbVTBJoYv1ix+iqFrbOkhocudEm1wf5bbufk0RN4E3BOsZvYXiYXLUmS4IPiXBktBhrr/wKUZbRKpDpkVIUt/8LnHuG1v/e/MmwqOorzTmItrrQYiXNXu2Ypnce4Hu//K3+HUqusaQ1xPE+QzHVXhBAMNvMMRwmD3hBV4fDhW7l08ctXZEV/rdjSO4C5XS1dKwbYoaCiBCwaBOsdCVwRfqhGsF5xJq7gx+FaSo5BUJOSqpKrXy8ADSBpnWaID8OmE6Ga2GpgxG1Xp1FjGBLy0QBMHCxtk6LEusGlFmRB6FpI0zoulGRBqFlhZAwmKOICSVC6SaAdLMVEbkBOgXhDYVzcyIUxWZbEVUCZIWFAR5osM6BuoBzzTalECgYDgiWznrYRTC0WkVmP5knb9Hq9OCGayKOUaEouQ+ZtiwYld902g3OOZ5eGHJ5tM+r1+eKFPoul4DXuSCzPLdYxXrGIxNj7SHI8rpyUrq+gJgmrIJBkaZWQF0NHTe5oNWPFKC/ggqd0DnyMvIoRIW49gmqUx+JAZWVXm7Qfj3lggPVdytgcaNiIqU5QnDjERJOKUIvmVQ1YEwhszvcy/g6I9ltPpEBO1CJqEK2I+WyOhI3qURO9tq6cxGSUoQQJGJSRpmQ+QBJIVTnYgKQ1w+rqKlOtGnccaXHnfGB+ZponF06zM50hqGV2SsiXDKcXzqOl4bYjUzx+Sti5p8Ef/sk57rv9Fj72lcv89Tfu47cePsl73pzw2ONN7r61xgOnHLfMLrMn3Mr0zi4nzwUeXVxGyylorDFYSrllZh8XRpchqdMbXCbVBv0wpKWwlkJ9BH3ZQaZLWAulm6aVjhgEA2EE3pKYGgV95sM8p5oXmR7MQicuiPKih0sa1BOpsv8V65uRabcWmXhFCpJmA0+OdjWGgaeCKQK1esz6brXgQh9cfwqbVLu2ECPegkkpikUwWeQPMxLJ40JxRQBOqMjfJsMwFYMRxWrkGrLVCAsy9gWUOBrUw5DEJnTrQqNooeVKpBr3AdVAliXkuYu0RcbQTQP77F4G9jxF166/T0bHNBd+3SqAGjyRtdf7kiQVolXcrJuLVor85jcBzbSbWg7y2MUTL0/YRMFZrmxcj68VImcGGxmh40IVAE4Dop7EyBUFLMa0xphxAZjKdKQxGSmYjZffWrM+sSTGoiEgxiIaFYqteEJEBEmVBGjULNNJxkyrRtposxosjxx/liANrDrwJe9+y63sTEeUZcb/94WTKJAlln1TgW99ZYczC2vMHX41n33gMd55z908+OQJDt6yn6J3np1Ny8rKColt4jAsrvVZHnqk1qafR/NGrdbA+pKF1QGzU3UaqaVmoZEY2lMzXFpYQLBcHDpW+y5mOsvGZDeJ9b6dSEaZXPVv5uySsFEXQNhYbaVp3AGF6veraQ9EBFf5gQIbCTeTGZNXm5vGmJTjpYCIMJI6NdejVRcuBuhIHWyTvFwksVV+z2AnpMs0XMqaTWlID192AINiIjunlIgajAbGsX3jcTtpG7f1hKSMjLdJKrRrhvmds0yZRWZ3TFGrWY7sifWXM59w6nKPtbKNM22OPn2Gg4ePsNxb45FTHpOs0C/gW181x4PH+7z2YMbSaJZWmtMbeNZGMCwv4UohaKAsIEthbQR5AeN8VCvRY7/+jlYJhJ5qIpvIzh8TSqdmY3Hiqoz6URkXQLZ6v0QSSlciyBVULVTPves8dRvHrZYtDI77vuX17Mm+zAVzJ+ny41zqN9Ekoyj7DEsl91lM8MtLPIK6kgJhrTfY5AkbxFa0EwpMhDSLxHsxxOzdq3e4ogEVg9okFl/ySi7Cvt07uHBxkcw2CVLGqB8pSZJIfd/tj6KPS2LU03rtDECCJxUht7WogCo23MRGc5RXcAr94G9+BdBpNFQLj8SAx/X2zRTA5O5t8uV3GlkErTGoD+thU+PJuyS+glYUqgmpLKN9LxNB6iY+ZK800mz9u23FvWKtJRT5+uq0O+jjNQ4OArTSbL3urbUWoUZilcwaoKBdswxzx4WlAf2QxomxevmTpM1de1MeOuuwvru+6t053eE737CfweVnWdQODzx+mgO7ZjmztsyOWp35uRYyWqbdniIvPN1hgcey3PesFULhBZuaSHddekpVOpkyGBYk1kLwJKnFa3TcrvYqKgwfTWxUinXc15OYnHSveFl1YjKbWN3Ac7esG/kHLzxVbzYWNnOiTQYIvNQK4JtvCXzgninm9u3jBz52lI98z62srZ1jaTjgwN5d7JydYsc09GUfR3uGfs/xmV//Ao/nKTWETlqjj6PUESoZrnQkFVXwuHziFfdsI58VUsdqtH/bcVSZKhDItOS1R9r8dz/y9/jp//PnWBt6gjGgDquO6XSaHTOXOFDMMLVfOHY85aRvMZV26Sd1ylHJ8vIyzVqGaCBLOkxNt7m0sMxUx3Bhecha7tYnUIh1KZSN3VcYP8eJvrp2AfWAF0OwQuImHP6bnKlMjA3xgCAhgaREPRyZb7KjXePos46P/cgeoI+QsTxosbiyysJyQmmVS8t9nDQZ5pbPPniiKnZ0dcKVWd+JxzG8EefvfUliLIkx5BNbh417jIsWIyAmpdAS5z27OlN010axlKgdRaryLPbj4QN7WVjssdbrRh8AMaco9pCSD4bsnqmT2cBKr0BtnbIYUUsTHNGPUZSwUBQ3vwJo1mpqnH5dCmCcceuJ27RWs0mv36duYnhovV7n3LlztJs1hBCdja6g3x8wN7crZhznJeIUr4GBLzEhxt4HEznl1zN6pbb+vakKJAZD/L+ReuqVI8kYQzBlJKXzDps0sKEg93ChyDAqpCFWZFIMqSb0SWkTKO1GARMrJXfdNo/pL3JqwWEa06wtFYR6QcNZOu2E6cxHLhFKCjWMXMBIxmoeyJ0S1ONKj7U1SudoJwXB1hEx9Ic5OZ66GBIsxfhlu4YCmOQp+XoVwOQznZysXwhbQQEMQou2rmLqLdbIqavjFoW7Z6Z44x013viqefbffpG//y+H3H+6x31vqfGa5AA/+wVhBwu0y2V27IdjZ6YopkaYpMPqyoDgDSEMnzthhiaJ6UEAJ0lljjOQ5Iwp+MVYcudJA6QV46T4KrDBGlK3h6xZ0C6Xeet9KQfCEf7zgxfo9VNW7DI4oZ1B3RRIDRr1NklimJ6eZfHyWbqjDss4fFCWLzlsktBXR003+GjURDqIMUv4+u6wekZXPDutYbWM2eoTk7DdZHryMpFApUn01YgjtUpq4JZOgw+9a5b7H77A4b0JH3jfvVw4d4bVQYtuvsjiinDuQo9cm1xYKbm4MuLEoM7C4hLpCyiAei2NPFPWouoJPtDIMoqwUd50UsklRqin0A8phIIOwsh4hCZCSr1dYBWC1sgHXXZ0aqytFQSq+slpLF87GIywqaXdMOzdPc1Sb0B/4GipZ3Zmiv7aKlJv0e2WDAvhwujPABfQdN3ovfN1ds/vYM90ylS7SWfnNH/w+AInjq+xf2/GwvlFFlYHDKSOeken3WR1pYtJLJJEB1o5Dhu1CRIUDS5mFCd2nFIRaQsMBDxZvUYSPCLJRlKGxEza8dY8y4VuS1lLlVZh6BTQUc8gc7gkpRZi9IjxSmEhYaPiEerJfQ3VgA8lxm4UxNhsIpwkk4MYVZOpodNqkZlAP3eMXABXMNXIaGYJbRsLTkyPIGjC+akGw2GfrlH6oyGzLkYMkTXQynRVb6QUuWM4HOGSyC8eQhWOacw1V/2TGEfFhBA2NftM4mqTzbhtfJ3NTDibnb/Z8WbfM/k7vPTmoOdAPUkydpAnsUBK6kl9jALKy5ySjFooEGLEUStVcmJ9ijolf/GeV1ASuHPPeb56zvL0+Rpro0gN3u12yUxM+PNVPIeEFkECXgqcDWShADUESSrfRHyeeRqLFtW8xiVStaotSoeKVEWK4nuRVLTF7WbCof0HeOWReQarizRrga8+eYqnVxqEUY8drYSdc+3qGjWch9Vun6L0FC5W54ulN2Gz+rYbcfAT1AY4dk/VOTC3k6w2ZOHskJm2RRsZ588ss3P/NI8906WsTEzBpLQ05+A0LK+AbwrtVkKSJBSakhc+FrtxHg0Jg5FDkrBe/9mx8Z7F5CoIYsgIzM3OcmF5ZX08peOqfRN+oPWFzXhMaqBRyxi6AkJKkhL9YViMGtKGweU5iUmw9Qw/Khh5hzUW58M6e/DYt6aJkGQWXzrA0G7Au+97B489/hVeecfb+MQnfpe7734tn//KV25+BbBnSvRDb2rRmcpYXBPyUaDrPQ88q6wsN6g3htSlzuqgIC9HoJ5mlpGXDl9F+wQPaVJx/9gEixC0WI8eSVUYjUZMTXXo9fpkmaXZSGmayPsRt3CWLKsz8rG4d2biy0GRU8MwSGL46NNTlrt6GQu+y5R41Acym2CcI5NAkbZZzXPmrXCxbNALQ8TWubwSC4rD5iva8cu5XkDdCOLitetZJFDLC48JnmYqNGvQTCx7Csf3N/fxnwZn+e0p2NnP6JdC07Y4fEuTC5cWWOyNUCWaHkIRL28szijBV1t2QO3z1yDdDC+kAG4Uxi/wtXYD4xduM4WyWdvVCnr9Omysej0Woy5GsYRGdMKrI5DFCCGJlBWJlng1GM1Q47FqGQEzOsKbJj0CGaPKD6JM1yzDUvEkfNe31OnYhPm9TVYXCvq9wGOn1jh5rqC0MBTDyAmeNq2kJEidTIfkLr/i/oIQo7KQasKufDhqKvPLCGuEHEvuhZqxqFGSkNNIWzFQQAxBSjwBlYDzVDW1Yzh20CpZrqpxYYzZCCQIG31ZmgwRjxXlllnBdTM66YhRo82gG5jKepxdBWcyVCJdQ1zS1TCEyv8Qv0OI1fm8GLyJXEMCmMnKehOKaRyG7bDM1WHPnls4evL0xoLjqjHgK9/hWAGYimJaq2taUyN3ObU0cm0RYoBEZGXNmZ2axuUFISgiEIKLNDXrYyvWRQkIpprDrGnEcq46QkxYr1Pe1T8DPoDpZqrvumOGZt2y3FOWRiMKDEVp6Q5zBiONq1cr9AcjNK3TqSVMSQnO0/d11ChTUx1Onl/AU9LIWuyoO06sQYucmVqDti0pcs/loBxqtpnOFIoBtZoyFVoUmoOkfGl1yH0Hd9ESGOYjBuJZczl9l+HLEU8XliMzDeaTPiFpUhYDGqnFamA6DYQdr+TBc8vcuyfh/qNnCfUOi2sDRl4JsuE8vRpXT0aZsUwlhhTPSCUSVpmMblFwaLrBvp0NTDHkjkP7OHv5AndLh2+6pDw5U6e+fJHfWRlwtgGN6Sbtok45o3TPrpI3alwcOLQoMWkjZqzhowOe55/Ar7X6HuOlVAbjyAggRkc8j/L8WjB+0a/974HIzz7OLg4bDj4Ms/WSt9x1hP/0JycYkpCmFqOBYOaworTy8xycneGp3gpWoeYNyxpo2xqFtwRbY5Ask5QZXiALBUpGScEUMDKCYKMDEsVJLTqKg16xkjYomQq3HT7M931rk4NTPabEk0hOpiNOLTny/oDMGD5/5nZ+849P88G/0ODx40scexZc0og5H3aOwbAHlCAFSdJhFBKsz7HGQcjwpCQsMzDTpHaV0oC4DCMFKEiok+hGFkqQuIOMjs1xY1gvBI8166vp177mLk6feBYD1Dt1irVF9uzewbnzi+Sj8fipY7C86U7DHx0fYMMszhfxWSV9VLJIB+5LMiyBQDeNWfOpgA9t5kKfC6khc7rpmExCRmYSdu9JefLcMm0RxCYblfcmgg3WF2kaq3S18ezZAY8tHGa6cZIS6Obgh1/hDz/5GR5/5gT/+H/5JS6v5LSAYbPDzMARmiNMofScwWfQyATpK4UqguCt4BVsVSYV9dgQdy7TjRqroxHOCEOnN78C6NQTfd2+OiZ4XICFnnJhKWd6eprBaERmosOyliZ0hyNGXmimQquW4d2IEYrmgen53Zy+eAm10BF41Z138viTz7DXlpRJnbqO6Jkpzvd77G9Z6lqyf34nRgLDQUFoWPKh8JXLQ17RriJ+ZCM5JFUlxXG05zmyY4q29pG0TpZlNLKUtNGkTuDouVUu9UtmbEGhKb1RjtqY5IVwTQUwxnqcb4hkbBZoplCrpXRL6OUlh3ZMMeqvURNoZ4a9ew5ydrDEqBhxumt5o+Ysm0AaEo7sanP54gA7V6NRFnxpucabbsvohYynTp2nlyslFiObvyBXy3YjFABsmKRulAKQIDRMgc9q5HnO/PQMM80mb3nzYebaKfXRZT54T0p7zwpZr8ejj6zyX84Y/sGnlV0N5cj8FB3f4OjJs6xmUAxr0XxkAi5kGBsz2z1V2cUQfTHjyWYMbwLqoW6jw7GeQO5mqScWDTmJ69IwMNeCbNcB+pcu8T+//yCff+AYp90+Xnf7QfbtXmWte5qlnkNNi6VlpTtsc/zyEsfPr1EEoZAEMcoIQ8MXKDVUAjEVqx7Ls1JQmI2VtdHwHAVgJ8JrPRv5IhaBypToyoARTz01TLdjwmepDXp5wBUj3v7K3Tx4bIHX3LmXHa3Ao0+vceZSn8REhnHvQUgJxlJKjjNCaRJ25gWrpoEzQzJvNh2TFuG+b72Th798gbNry7FtHDJur0yEnDQDiSa84c6cv/3h9/L9P/Z7GDU0CMzvgbyYIhglSZXuSp8Ryjvuvo0vHD/Pq3dl7Nzd4dKFHidOLDMzu5N+sUSaprz9Pd/Gf3ngEc6dOI/6kgJoNxvkoyH1BHxF851mNdYGw5euKLyI/DLwl4BLqvqaqu2ngfcBBXAc+H5VXan+9hHgbxKTXn9EVT9Vtb8H+FnAAv9aVf/pCwnXtKK31qOpJmk2WR46Liz3kSRFQklWlWKcaje5tLqKNxkpsSjM3fv2sn9vRqe+h9/87P3M753hxEKXhhFatYRiMOSuvR1O9eBQp6Rs7uOrx4+z08C3vO4Aq2tLzLRblGuWUSfj0rkBX71wmVt31Slzz6DwJFW4YoGQuYIzrk4n8QRfElxM5AhqMIknFBlF4mi4SHtg1a1vN6Od8YV640p4QxW2aqsQtQITYn3iANTSmByV1pVZEuZqdR7p57xud4eW1jm6cIkDczNcWlpB2h2yfp9zLjr9Ek0ZUdFMe7cegnZ16Gf1XDc1iQBXrJTGobjwp1MAqkpSEXBdXc7va1VQm8o84aR+LjYUQIzZ16sUQImTOgkeJ1X5UcA4qNVigMAsGRf9GqXJqBVCmuQMHNSAlsDBA5bdc/u4/6HT7N29k9lawete+Wp++wtP8M5XdHhmecTtd76K+7/4FS6vrtH3oKQkdsP5GI0DNRTLMBuCgVahjB+bE1s53g1lUo7rJqE2IYwcTQPzU23qYUgreOZ3wbvfcReSLlD2h6z1DZdXV0E6NNyAX3igzo/+N+/kZ3/7D9hZqyGDZTCwMoQRkFqD9wERKLTybxlZVwCTgRuTz84GE8e3xJXumDvHmGguS8MQSaBlYX7vXi6dP89rj8wzbZaxyU4GRclMbUDdDdi303L7Ac90BvNJg2GpXFwesZTN8aN/MOSt+w/wuYefvGJMjrPFE+dwmuJtgmVIQuR3Gq/2x+NxPKYA1BuCKWjYHWTOsWyHGFfSmqrzba/fz8PHzpL7QK9fx4WCUOS89shO7n/qMj/54e/l/LP/kf31Op86epk/eiZltibMzdbZfWCOhcUVnn5mASugEgtQ1WrKof27uLw4YmrXPMeefgaLZaAvUVF4EXk70AN+dUIBvBv4A1V1IvLRqiN+TETuAn4duBe4BfgMcEd1qaeAbwPOAF8CvldVH3++765Zowc7rSoFHwqF7nCIJDG7VZ1f18YFG/z6CYFOAk2jrGlK4QMd8SzllTMlE0wItFNLSax2FJxntXTs6NQj11CSUtfI5xOsZahKf5DTqNWxLuATU9UmiHz4kcaWGAUEGyFwkuIpJ17SLQJjCa6sYq7jNny8CpvkZLmW3JutwF8KxMlZntM29oEYYzCuoNVqredejGs7FGwohg0yOLeegj95vcnJx+NjfkcVreKrleq4oMxYAa4n5lT/N44CuwKagMSqWYrBS0aqvsplKUlUKCQjTtaTtBIbkSNWo88FoK6e6UbKoLS8+VUZu6d28oVHzjKQKYbDZfbM7+KpiwOOzChZGmU6c37EUl4wU9/BymiJGkJuDQ5LXYTgcoQmhnHcu0EkJrx5a7HqY1EXtYhmmKrUYAiBFkotUWan4dxahkMZliXfdGiON+w11PIFGtPzHDu/zOzePcioy8mFgoWB8uxCj1Vt0jIleVlgtEHAb5RDRBAUbyDRaLf3JkW0jE5yEtCURIeoxFKNWQjxeQGm2kE450hFaacrJFsAAAs8SURBVKolATp4OhYO7YPbDk5TS1IGrTn+zSePsn//QZ44fYpGs84gHyF+os4w0awW1EZtruCSJjUdkdoGIy8kOiQE2DfnObVsMH4jym2820nEMJUoR/a1WFzJ2X3LNA8dGzDdGNKupZROObeQY4kLggNTsFZAt0gIiVKWnlotZXZumoXLKzgXcCHKmZk6zY5neW1I0I08iZdsB1C9MIeB3x0rgKv+9l3AX1HV76tW/6jq/1b97VPAT1Wn/pSq3le1X3HetZAYo7ONSATnnMMJlC4gQaMjaWIF6NiIPrGq2KRGIEGSENOpy1gMxhhDYQzqPY0kY1jk1NOMxFh65YgsiUVhEpPiQk5pAR9IyQghR02MVc7GLK2qcbK3plqxXJm4AwlOi+cksdxoWNFYeajcKLC9kc24kXQEm6+Kr7cCmOy/VCAvcpKqctJ6sliVWDS+BxF52RTAOKx37MSEWBqxLEvWk7gMODWkRIJAFfDeYU2GCzGyZr3vdCM3RcUQTHwevoyJhCH1SNFAUqHmRyh18jBgRwqrpXBkd5v3vv4AyeAsnTosmxaf+Nwqf/4eyzvfVEfXSkrZx2PPrvDFJxY4cW7EEpZaCPRNihgDfkTAglicOhITqn6pdnQaKK1gpQ2akOha3BWGgJEEbJwAEy2wKLtblm++az82gZPHz/DK2w5x+twlnjnbiykouw5y5swp6o0aqh7jHEWVZFmEOpYRVlNKLM7EAk2p8agzGEIVHl7t3HSDZTOO5ZjAZYxh2gm5B2s26EEWvUDSIGOE1YCvdhoSdEIBBBKTrufx5M5TT6JpyDrPq1+xiwdPLICr8eH37uNXPnsa58JzFIAEJasLmgeStBn71xUc3JNweO80Dz5xiVEvIRiBxFBgSIyhzHMMbn1ciYLDkUqKSpVF7hQlZhSrvHgF8FJwAX0Y+I3qeB/wwMTfzlRtAKevav9zL3RhVRiOJuhXVUiDBRNX/pORKQaZePiCugKDx1UrCTUZIopXJVWHAwofsIniQ07wkZpYfSQoK3EkcT0CVgjBgU2xComLJpgoGNgq2zFowAmArscTqwpGXnwEzdeLyZXyuD+SKlxtvR+Jq62WlOQ2vWISm1zRPl8i1uT9TNpA/7SI15XntE2ae4YhgFiKMKGgJNqNrw4tvVqszZLOxMRooLhKj5eKoU/xnHHsetArnX+TlBMwZn8NNBp1bCIUw4Avo7J98+sO8dVHn2bk4da9Uwyd48xSXIF7H8dpo1aR+QWDhFg/OrEQMCRlA+wQHAxNRs2PsImw5gS1KScXuvz8Z04gPiD1jFF5joQpPv6lwO9+8RJ37oW5GcOhvS3e+6adnOse4Hf+8wP8zN+4g49+4iRnyiY7Zuc5/sxpZrKCw+0Gxy4PGVFjaOLYUYRaULz0wVi8CokanDFUnCioGAoRglhO5MqpRxeRoHga/PH9z0DapGlTirLELCwRknqssWwyjuyf5alTl2lPtfFLPT789hlCf8D0VJOiGLHqpziz6Di5POD8QsEQKjUgFGllZpT4rExwiIv8h5EoEdSDk+g7t9ZgfQ+RlBBi3gQoIhPlFSUjaMH/+A9+iJ/7mX8dn7kaklDyzXugkw9JEovB4EMe8270uaVYRITSGRINlGEAKnivHD9bcvqCI8citozKthxPyoFEFFEhlJ7UGEqJYetBHOIrigqpfByEdavDi8GfagcgIj8BvBH4blVVEfl54H5V/b+rv/8S8Eni8us+Vf1bVfsHgHtV9e9s8l0/APxA9eudwCKw8KLv7MZgFzePrHBzyXszyQrb8r6cuJlkhRsj7yFVnXuhk77uHYCIfIjoHH6XbmiRM8CBidP2A+eq42u1XwFV/UXgFye+50++lq3MVsDNJCvcXPLeTLLCtrwvJ24mWWFry7t5peEXQBXR82PAX1bVSQalTwDvF5GaiBwBXgF8kej0fYWIHBGRDHh/de42trGNbWzjBuEFdwAi8uvAnwd2icgZ4CeBjxAd1p+u7J8PqOoPqupjIvL/AI8DDvgh1UgOIiI/DHyKGAb6y6r62MtwP9vYxja2sY2vES+oAFT1ezdp/qXnOf+fAP9kk/ZPEv0BLxa/+MKnbBncTLLCzSXvzSQrbMv7cuJmkhW2sLxbOhN4G9vYxja28fLh6/IBbGMb29jGNm5+bFkFICLvEZEnReSYiPz4FpDngIh8TkSOishjIvLfV+0/JSJnReSh6vPtE//zkUr+J0Xkvhsg80kReaSS60+qth0i8mkRebr6OVu1i4j8XCXvwyJyz3WW9c6JPnxIRNZE5O9ulf4VkV8WkUsi8uhE24vuSxH5UHX+01Uk3fWU96dF5IlKpv8gIjNV+2ERGU708ccm/ucN1Rg6Vt3Ty8Lpeg15X/Szvx7zxjVk/Y0JOU+KyENV+w3v2+fFOItyK32IjuLjwK1ABnwVuOsGy7QXuKc67hCpLe4iZjr/6Cbn31XJXQOOVPdjr7PMJ4FdV7X978CPV8c/Dny0Ov524PeIKVBvAv7rDX7+F4BDW6V/gbcD9wCPfr19CewAnql+zlbHs9dR3ncDSXX80Ql5D0+ed9V1vgi8ubqX3wPeex3lfVHP/nrNG5vJetXf/w/gH22Vvn2+z1bdAdwLHFPVZ1S1AD4OfMeNFEhVz6vql6vjLnCUjSznzfAdwMdVNVfVE8Ax4n3daHwH8CvV8a8A3znR/qsa8QAwIyJ7b4SAwLuA46r67POcc137V1X/EFjaRIYX05f3AZ9W1SVVXQY+Dbznesmrqr+vquO07weI+TjXRCXzlKrer3HG+lU27vFll/d5cK1nf13mjeeTtVrF/1UiJ9o1cT379vmwVRXAPp5LHfF8k+11hcTM6NcD/7Vq+uFqW/3LYzMAW+MeFPh9EXlQYoY1wLyqnoeo1IDdVftWkHeM93PlC7RV+/fF9uVWkHmMDxNXnWMcEZGviMjnReRtVds+ooxj3Ah5X8yz3wr9+zbgoqo+PdG2Vft2yyqAzWxhWyJcSUTawL8H/q6qrgG/ANwGvA44T9z+wda4h7eo6j3Ae4Efksjsei1sBXmRmCj4l4HfrJq2cv9eC9eSbUvILJHCxQG/VjWdBw6q6uuBvwf8OxGZ4sbL+2Kf/Y2WF+B7uXLxslX7Fti6CuD5KCVuGEQkJU7+v6aqvwWgqhdV1atqAP4VG2aIG34Pqnqu+nkJ+A+VbBfHpp3q56Xq9Bsub4X3Al9W1YuwtfuXF9+XN1xm2aBw+b7K9EBlSlmsjh8k2tHvqOSdNBNdV3m/jmd/Q/tXRBLgu9kgx9yyfTvGVlUAW446orLt/RJwVFX/+UT7pJ38u4BxZMC1aDGul7wtEemMj4kOwEcrucbRJx8CfntC3g9WESxvAlbH5o3rjCtWUFu1fydkeDF9+Sng3SIyW5kz3l21XRfINShcRGRORGx1fCuxL5+pZO6KyJuq8f/BiXu8HvK+2Gd/o+eNvwA8oarrpp2t2rfruN5e56/1Q4ykeIqoMX9iC8jzVuIW7WHgoerz7cD/BTxStX8C2DvxPz9Ryf8k19nDT4yE+Gr1eWzch8BO4LPA09XPHVW7AD9fyfsI8MYb0MdNIvvr9ETbluhfolI6D5TE1dvf/Hr6kmh7P1Z9vv86y3uMaCMfj9+PVed+TzVGvgp8GXjfxHXeSJx4jwP/gip59DrJ+6Kf/fWYNzaTtWr/t8APXnXuDe/b5/tsZwJvYxvb2MY3KLaqCWgb29jGNrbxMmNbAWxjG9vYxjcothXANraxjW18g2JbAWxjG9vYxjcothXANraxjW18g2JbAWxjG9vYxjcothXANraxjW18g2JbAWxjG9vYxjco/n8kQjkebk54qwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Checking\n",
    "origR = Image.open(imgR_path).convert(\"RGB\")\n",
    "imshow(origR)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def image_loader(img_path, flip=False):\n",
    "    img = Image.open(img_path).convert(\"RGB\")\n",
    "    if flip:\n",
    "        img = img.transpose(Image.FLIP_LEFT_RIGHT)\n",
    "\n",
    "    data_transforms = transforms.Compose([\n",
    "        transforms.ToTensor(),\n",
    "        transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225])\n",
    "    ])\n",
    "    img_tensor = data_transforms(img)\n",
    "    img_tensor = img_tensor.unsqueeze(0)\n",
    "    return img_tensor\n",
    "\n",
    "def npshow(img):\n",
    "    img_np = img.numpy().transpose(1, 2, 0)\n",
    "    imshow(img_np) #, interpolation = 'nearest')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "imgS=image_loader(imgS_path, flip=False)\n",
    "imgR=image_loader(imgR_path, flip=False)\n",
    "\n",
    "imgS_np = imgS.squeeze().numpy().transpose(1, 2, 0)\n",
    "imgR_np = imgR.squeeze().numpy().transpose(1, 2, 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([1, 3, 266, 400])\n",
      "torch.Size([1, 3, 1200, 1920])\n",
      "torch.float32 torch.float32 \n",
      "\n",
      "(266, 400, 3)\n",
      "(1200, 1920, 3) \n",
      "\n",
      "Original S's mean: [156.07516917 164.98545113 178.04074248]\n",
      "Original S's std: [60.28188864 57.59120663 53.13235746]\n",
      "Normalized S's mean: [0.5548449 0.8526866 1.2986623]\n",
      "Normalized S's std: [1.0323125 1.0082494 0.9260542] \n",
      "\n",
      "Original R's mean: [81.58577387 56.06960677 84.69521528]\n",
      "Original R's std: [67.95775321 51.31118997 73.64343419]\n",
      "Normalized R's mean: [-0.7207675  -1.0541035  -0.32827505]\n",
      "Normalized R's std: [1.16376    0.89830506 1.2835457 ]\n"
     ]
    }
   ],
   "source": [
    "# Checking\n",
    "print(imgS.size()) # (1, 3, SHeight, SWidth)\n",
    "print(imgR.size()) # (1, 3, RHeight, RWidth)\n",
    "print(imgS.dtype, imgR.dtype, \"\\n\") # torch.float32\n",
    "\n",
    "print(imgS_np.shape) # (SHeight, SWidth, 3)\n",
    "print(imgR_np.shape, \"\\n\") # (RHeight, RWidth, 3)\n",
    "\n",
    "# Verifying normalization\n",
    "print(\"Original S's mean:\", np.asarray(origS).mean(axis=(0, 1)))\n",
    "print(\"Original S's std:\", np.asarray(origS).std(axis=(0, 1)))\n",
    "print(\"Normalized S's mean:\", imgS_np.mean(axis=(0, 1)))\n",
    "print(\"Normalized S's std:\", imgS_np.std(axis=(0, 1)), \"\\n\")\n",
    "\n",
    "print(\"Original R's mean:\", np.asarray(origR).mean(axis=(0, 1)))\n",
    "print(\"Original R's std:\", np.asarray(origR).std(axis=(0, 1)))\n",
    "print(\"Normalized R's mean:\", imgR_np.mean(axis=(0, 1)))\n",
    "print(\"Normalized R's std:\", imgR_np.std(axis=(0, 1)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "#(512 14 14)  imgR = 3 224 224    reR = 512 14 14\n",
    "def image_to_tensor(img, img_transforms = []):\n",
    "    normalize = transforms.Normalize(\n",
    "        mean=[0.485, 0.456, 0.406],\n",
    "        std=[0.229, 0.224, 0.225]\n",
    "    )\n",
    "    transform = transforms.Compose(img_transforms + [\n",
    "        transforms.ToTensor(),\n",
    "\n",
    "    ])\n",
    "    return transform(img)\n",
    "\n",
    "def resized_R(self, size):\n",
    "        return image_to_tensor(origR, [transforms.Resize(size)])\n",
    "def resized_S(self,size):\n",
    "        return image_to_tensor(origS,[transforms.Resize(size)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([3, 75, 120])\n"
     ]
    }
   ],
   "source": [
    "rsR = resized_R(origR, [75,120])\n",
    "print(rsR.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "npshow(rsR)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([3, 75, 120])\n"
     ]
    }
   ],
   "source": [
    "rsS = resized_S(origS, [75,120])\n",
    "print(rsS.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "npshow(rsS)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f8c780c4eb8>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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1limbtXETLYAoICLD32FxHvi4i0qMyJUf1S9a5/dhESJaThe5ALg0/I4D3c2qKPHHpMkWHUmufcYGjtdmdDUuZ3A+uGtRCZ7e36fO9fC7SBqc7kytQTG+JD9OHNfuJVCk2W9T9lYaVK6rzHqPh8hF4bGMepbW28KtKEE62phule6iJOXjWLHnBd2FVq7lel8qpDBqkwMS1j2ya2rz2K7LYAefqOpTkcakO4OhG3mjsjr2DUUAq5zevxIUfk312qD4UCIj87p4G9U059q8iYJTn2JEO5bGNzfUO2UV+5x1X4nSxTpprOzlBHaLK1qk7HHPBbV+1ywGffdQaZ+X7s/xMrmwWAZpizz6KvKQ6EeIFoHG8Ccq79j9rRcpRY1kL9LglTRfBmHUrsdrceLVtLAauTlcm2Q1LNDN9GgSRu1IjqWRpXecWULGcVwvrzvcdN3xZQ08FwYSqipHNKF9sorhqg7RieYTSfdVl3WKsy46pr1NsHsRdhH855qjaEqBdabAQyjWlgSzC11/z35I/otIkXmJiUTMWv25lX9vsDguHQI6ZnWSQuA4u3/3caV3ebmxNLUoHKVzP0kvf1eb6577oHxXT4f9VIY4t7w83u6a1zWe4AKkhsc7OXwZlYvdKApQkTbcU933omVIhX+XwNR7FYm1zIKGrgDeH13kW0F8fgv/I/9yE06N4NsML8P8lw1gkefpjCIytlm4di77h9wVihpoDQt0x6fINTGZ1FsUJ5drdNrJ0zWp+O4IISzTjN1UjVoeLAouL7dWqkYNdlpJv1O5j9Whpk1haaLFUIOkvD5xXETGvptPaRkt8xXVyPsmMr2an8HL42V3a8rL73s+zUj7QMV+cytB+UaoakLZkdghTffDyDrqU/aSihquKM7/Zf20X4rjKt6rtY+/V++O86Tm+4CukKlZAVGYuUK1rEyaf3H89YBP3Bu2gmiom2367eTaTW0SOsYXyR11nn9Nw4jfLxTFstUEVM2H4YvRNNmipYGlWWZGQ92J5QK1R1ezgsKAZ+G5WLdxeM4Hu7RN/UljlLbtkyWG6flW2RO6gtudapo4UfOM7eSwjP8mpKlZefrtTNS1Ov9cBlO6QPP2hsUIKa9ftALVfrVdMx3G8TwmdCN5VD5F8ETM/2hO61rxtj3rVoJDZdBlorGNe5U0WFq3CmtwjzNgt87VptHajH4gjaVYxlpf631xnPp4i/4Ih4x8TEjo+n1PE316e9NFLgB0ShEsMiaZ+qKokUczbS+cvnb9rmhz55tqTCCai7CoodZIE1t1c41RjNyFpEzPgX2H7mA/QjHN4zYQMWyxRso3YuA+6X2iObQT8Wj99p1QHS6pObYVZuoTykMAI6kN9U73c3ieOyyGEnpbaPK7k75GsT91gEuEQXw/HyxPTxfr7lh/vO/WlpO/R3nLaohMTP3mC8ncMqmN2dr4FWQZwza9DP5b9arNnRpJkI4o5yXIZyRlQ3Vx/4m3jWCgZeQIRRyv0cJaRr5de21eqR5D4B93yafQRQ4BPaKFN1AGU9Ss4oCD/Xf6vY12YyLQZf7RgRThGKjDST443VkHiyeleWSR0muARrhDUUvul4hQj/dpxFnjpNmrLfyZGhzoaWqwidNubVTbo2q3ci4T4t4/nv9u+/LX3rlMOaidq7FFEWQRWovfNTdrEOpmyCMughNFhqZyuL9mGdXgONeE1QceSQTL4TaliYLGx3yM1ItUs8ZjeZ0ijKv3qB2iQuR9X7OQbrk3QEDQNbV7LB6KEumexvzPl8CKeSyDyKIjsgYn1UzMqB3u5sRS3m7yLoOslM4ZQD9cq5UvRmy4wImYf2RanpfK57COl49wTYzB8xmEZ5bdixDYbv0erZwa06gxx92CJlSGZVCct+8g/PYxsIxtREjKFTaFuca+ihQZ2TJYLsIokWKUnp5xJ79r+BKua3SDE2rWUYwIiu+DbvTgsrmoujjFd0foKVokvr5mmTKwnC5yAXAHixPm7tsa9VNDd5fA2itfH/gOC8HiYqO4DUPE9KNvQOGcgjc0kXdCWh+0MXojniermPloersWGjVlx9gj1upaoDuBYVHAOSOf2DWldTy59o4Y4eXtOKmkd5jJ84uBDjWsN/pSPK2HM/u8EhPZCekVZOFpvY8UqVSDmxymckatlf2+JbWXGwqEo6AFnc3s4ccaoxHC9PJH+G03JUMWj9J7fWuOWKU7mq9thPRxJX70EdSEcW1s6fma5Q7lxERZV8sEYp0ucgFwKd0iRm937KgDOntybVntG3HpuKuoJo4Yh++Yqvx0zYWEp/X8lvkKImMR/uxOOL1DdRBj0ER0JrvbcK85FEW7PbdM44duKF+N5F+pkYdpijnHXWRdeIq8TZxhOWPYDGldm1Uarb6OFH0NLhDU9mJGsU0VHtynwEs1EgN1pUAKg8pbgz5qWj/hWf2OkLH8Qy64PC/oMuoe3W1q4ljdjTe5UHcfntouWqsO/UQ4zuu/amk+zn7oIhcAU1IYGnQ71AdHpNgoB1SnaGJq4ZwLgj5dTQW77uY0LA5W6J5itpsZHJ2jkSH5NWncXrZ+SOvlVD778ZHsRmK2NcVjGRzQp4t5+3u8DrFsNYzcLY047mOUi5dBwrXWLjEyzh21Xi4vjwsSr0OtXF6H2G5+T98d2onPimI/xbLU8q7Bo3GM6xkFBMT84pGxM8purvJheXl6ds2j72rWpZME0LIDaWJwSs0C2n+I+kUuAO6kOJCgVFxRBT6gVukypDHdg1AOqEsRbojQiadTu7tDVszdNSCHQISnbtHVWiLzUfrNcN8HtISNQuDcpPYJqeejViyKUE2cfLspDo4ZQ93xSfjtGuuMxESilq161sIIPb8I2YgicxdFnDuSQjxrhwtFS0Z1iU7HKYsrtL19fCxJsHhdvU5imBoz0YqE7sZ9yxh+39J4W7igdmjO+YhbijosJo4x3ffIN7cavN1kOWucR6t1RretnXdJSNUCCWLbxXfvn61f5AIA0qTZZnEHwkHltzpMDXGKsqnZAUS0SFGbWJam9nvdrrkWMgvXNSEjE3LmDgUqke8gYuNiCJqEgkMijOCRRCqTl1uCJDqK3UqYsjhe4liLwQl6rua4G7CIeatsbtnU4E7Vt6bViRFGBUlljJpmdJTHa16XKNjcX+S0zLqKTCtalt7GqoMUtgivSAkRxFQ7GtJDN2s+HeXj5fGyRAar8RYhTEh85qjVE0p7u3AeWj16IQ/sOX+/K0jQhVsdCpVwUX2j831/dJELAB2nFrc8kPaiRlihMH/oDjaZwNJe1i3NpzOdz/rHwSsSE1DYZtRatiiMXya2L6sXg5Nj2bX2aXjOYYgatKCJ4hpXZBA1P0DUhqNgiJMeSr1d8ZD2f5rFxWpujcXyKDzWV71HQevRIX5NaWP+tdBUZ1LL4BqdWhbfsVc0j5534SKmHoVHFPQO8Xk5owCQQJFSE8dAVAqWQYWumfvzLujW6fYR9n0WnnE/RvS3RfYb+9/LOqDsbRZ3atW794I5F+kiFwA9Fp1oE9L+J2pEH8xR4/BnlJ+2O4gddWAhnH/SRBUO7o4uWIzi8Gf8ey1sMDI1Z/Aimfjus1hmTksLc6wWezY64GrRLzWmoG03ZhS4wCEHUYQr1V5iAL7OwtvHyxk1eL/v0FzNXyLyvnFh4L4YZ96umDmj9XfF/KOvJNYjjgnBwDWhonQ1v4lTTTnRs1GYYGUUPOntovwcxnT83aO+CPddIXK+5e3q48L7OrZdrKtv47E/usgFwKUsHvospk/+7fvui6IErQ1C/66JGYXGgVC4a+TMdEoyl6XZxcgO6E56cnr388QJ6luDR6YXmbtPIOieLdAPz9QmlW9D4czCj9Dcy5qqOfOcXNC5thuZKXQ3kHP4CMuDcN2jW/S8P+swnVsODpu50IoCZBbuuSZe02q9XJFcGCgoIVoluzHDmT0rivtFeV+KavWZUrTtWHZp3/7pcE7kJ1AiozTePUBA7a+6xjkRBbwgocMU2HMZfLecLnIBcAmLB5V4lEJ0AivNst39dpuANdO/pnUc0N5Us8Q0IQTZCdf2ga6JukJ32+naZK1pjDssTva4d7wzWuXjGi4srlbdpjs5a9YGLAqbiHvvZyxFDc4XE0VhI23Soawas4rhhb5lQXSY1sojTH5C15dRe86hCWfStV0yo1+lRu6YdbjD3107vcxJY8ItOH9f9PlEweLwm/wQvh205xOPfNV36G7LDl3Bu0yJWUbuL/HxqBDo/dFFLgCmdEMJvbgO2zjWKgeJpGKMTBBFieva1wplIZKbumJeB0Lh7Mm1Sf0e052camsJCGcQLvAFDfpkcRhCjN61QB8j7vhzXFbP+jiJjlWVJcbSe9rdfAq7kWvWUeg5k3DYy6GjGqwT6yTBq/RSnKS97xaN1KfrA/B7sGiZuHPSyzmmLC70+sRyxwgZFyz+breSpLW75VjD+/09y3B0byfdG9q9yOTdIvCyiM8orftb3Gpwy7KmMDgM6ePVLS/VaX90lwVA0zSfAbwKeCApXvOVbdu+vGmaEfDfSRutfwT4xrZtt5qmaYCXA19FOrzymW3b/uUeb9mliNFclbaogVYbOKJoScQBUDOj4yCNGKCuHdD+aS9heoTuauC4uEw+BIcodH2VFAW2TDt0jUuMqgYXQheW8bJHisymdvJTVEJq7/J3CgrTs7tpulJStinRb84g3DKuOXkd9nTG5pqzrvm497S7wQ+uaWue+oKxCB3Wonn8nAKVw62EZfMXugvpHKJxGMzrrzpHeMfL5NaCt4s27fNQUpUvOq+j/8KVEqVxP5P70SRMpnQPEdofnYsFMAO+p23bv2yaZgj8RdM0/w/wTOCP2rZ9cdM0LwJeBLwQ+JfAZ+e/LwJ+Pn/uQpewe2W8Q337AlFtsqnj1YjH8vUp9TNPHa+UprFCt1McdjgQAvunvdrK7zuE4Jq1a3/urAM4TmEwy2A+LdmvYbZOUYGoQQbuCFX5I45bm3K7YbcOqdTK53XaCelc+5YPxlddx/LV/GnLvvtvt3g8v+jMlNXnbeebqvkRrxFf13uiRRYVNFk1Ysg1oe75ujY+tHu+qlnlEX6v396X2qrkMfnZm4DHAa+19NoKxaEfL5PXI5LDOzVe57R/R/BdFgBt234M+Fj+Pm6a5m9I3rsnA/8iJ/tV4P8lCYAnA69q0/ajf9Y0zf2bpnlQzmcJyQLYC9OqaWiRaoMgDm4P14KulukDbIukXa5TTK8Dh/HdQ1HTmoVPZ+yRIbjGJQYjJuIHmGg1Z3xnDTochDQqQyyzFARpgK45Kt81usxadYn4diQXhmJYrr3G7Ta8rGKyEZJxR6bn54qP3uf5O6m9/Z63jUcmRWtplW4/ev+pDhJQ8VQ5zz8iAPvhHf4pGoXrDudEwdC3Z36Jtv29eS5N8wG6+wS5lq8y9+xT74yWgbe1t4+PpwjF7U3nxQfQNM1DgEcC7wQOi6m3bfuxpmkEGh4F/t4euyVf20UA3JE/I1Z2d1Ftcut3dK4dpXSMtI0D/8D5pWguw6LmtMwvpLQ+WbHv6+H3KKSrmftONSbosISUB4dFxGDjfjkTy8/9VhIgzshXLD8JL0FNE3vO/Roqb8Tjtf2HFjzthPReb3e8u7/NmRp0Gar6L+LnNWd2/O796MIi5q/7ulYriwscL08Nw4+0zCKK6WU1XEXT/F/8+Ut+nUe98AuBL2XxnID4XMw/RqbFqDAJcUUSLVOO9qZzFgBN09wXeB3w/LZttxPUX09aubZwGEHTNM8Gnp1+fQbdylwszHW3LSZ80Esw+GA72J5i/xS1Hp8MUdOP8AskhiPtyyda/B4nzIB0MEhNALhmrHeIBCe45bhu96KwEPOMkW4uNI6zKIwOW/1P09UqIzQQHZIqC3R3+3Snpiwk5alndHiOnpGg03dnVO6HiBTP9o2QxcDSSfnytBO6zmu9w08lW2PRSlS6sT3nZVe+ivqSoPC6uJUSy/xE4LEAPOqFvwHAz7Z/wXOaHyUdj6m+3mJxrIpcmx/S3b5a48UPafJxfIEtgKZp+iTm/+tt2/52vnxG0E7TNA+izMBbSBxd9GDS6O1Q27avBF6Z8j/R1p1tFzO5tbDM/HSn8YEDeTm5dgaBv7TgAAAgAElEQVRdvL6meUOXOUtb0ncXxA53OCkfZ17LGLfyFbkjOkIQy8q8TDC5lu+b9ClvMbg+dUbi9YkwThR4CiVV2zlc5rt/Rq3XLReVfzft1rX4GKFF+K1T3VyJEkVlIFqBKmuMRor+g1ofeB76Hg+RF0WY5uVEek7TAC9j0QqQ/8n7WaRN5lyj11GcyyLbsLJcAB9Ajur5ReBv2rZ9qd36PeDfAC/On79r15/bNM0NJOfvP+6O/4vujYxxmfl7d0Nc9zSqtUXP/nZzvuu375kCBaqDrtM0RrToOViEEKC7Qt2FuDOaODk9D2HpNabkzLp2zq87SqG+xbbu+1kOrvFGn4c7Q1Um7YzpQqmGRbtVtG751Y7gVHldcAm6ieWfUKyF2IdqIx3gEhUDL2etDdXv0anrf55HzbLyhWqrJBT8NZX6uhCN/iC3GFVf34PISeM2ClBIbRA3VNybzsUCeCzwdOD9TdO8J1/7QRLjf03TNN8GfBT4hnzvjaQQ0JtIYaDPOod330vpgPnXSRMmRpvESSCG7teXtWnUXpcJkBp5xFifribnWrQzP4cZ9H6HNSRQxFD7FOhB9Y47T0KXUbgGLmZ93O7r3R5S61BOj2L5xFDKmaXxldiw6FCW5RXhEreMVI+o9PQou4H6s3oeuguzXJBEK9CjBKPFsExbllCohbi65ehWVYx+iuRtrf189Jz3tcM6OifbfVju/4h9FKOr9kd3WQC0bfu/qOP6AI+vpG+B59zV9316UozE+HSmGK1RY9BnI0DPpT3F9Gv5uR/ArYQeCQ31hXCRabhmP2Zxla8YTQ0OibQM+oKuL0Das94lhlTTWDUOaw5Vvasm1PS8L3Ly8rjlMbW0kWrzIPpWVB/s+nolnUN4LoSUzgWYylcTZHpmTNkhNJKvRTlJ158gZh7HisjhJ73LLQi3gvfv/K296YAuOtpvKNu9iWqO3nuSZRQjxpyE48IiXh7hDygOyZhf1HRrp445o4i4/I59Vz5xcRF0mbKnlXatU8rc6pBW7OnjfSdnhHqvw28xbU37dS3dnbt+v8bqVJ6I+YtqgQISXhKISnOUuiCGFDL+LpI1dpwEgiiKcIdu0IAEo8/9aIXMSMqEt0UtamhvumTvJJ9KUkPv36lxQPd0ihPwnsT89yJFgfifmG+PpCkepuwjr8VFPYpDVqGXNfhE73BmF30M0f8kSMMZ5mr+O2LPKJ3/DcN1Z2Lu3PRIG+UVQ2NVvhHFwlKb6E+as7+zVnfBgPqLZRcT97369ecMV9ecsW9TMP2jlD7scfRLvou2beGznhrK9SP8bPt7dB3sajuV0UlQUYS6XACqrWvO7f3zyyYhMxcnNc3DW/g1uua27x9/b2IO50oXaq3EAZ0/ktNuRpnsMSgAygpSXfM4fl1zRgopjNXTuFUlBu0hyiKP1FE4p5zBA9K804ZwYmg1TVnvFBTkjDQ6MfUuXwuh98nfoDReXgkI5euL+1S3w5anQ1Bi9u4f8bpPw33PE4oWfia/4yfYm34QeAQl+NHr4habWwE6UQ+6bbtJl9H36bbVb/9F27Yn9irRRQ4BecSCOm6Tcri07wDq9OkEmUTH4Lky/5rz7YDuHtprTYj7OyLD9Lhw9xk4HDQJ32sOVejOH7cwHJt2J6gYddQ2o18jWiruhPW1DNGn4P4IOft97YAza1kN0obdqa33iX9g6QTBeN31Huy56LgWVPZ+4CrgWhKksx8awolvgBvfAdxsZXLh5BFbCvt0CM2j2+Kurr5z7P7oIrcAHpYtANgb03MG6HimtJbouPn0pobu9J0ypaFP2xmEvgBFFBnJhKKFHbTvp57EVOKZCboGZW7E/ek9jW/WBsUf4fvQROsCujvx6l2uqYuxO9SiPCKG7hZK9A3FsFyPunKICbpKjZ7Tu+ORosrLyR3EvrX2u4GfBa6mbf+CXRbBBnosaYu00ywKUa9rDIlVe8gic0EZ6VfvDRYAdM8Gha4ZJieUrhO+DyzdPaCqF5BaUiyudltKzD/hoek7FCxVZqjwWQ850wDUwPVYcZ/kB8Lh7ieHQlxr1ZyJc8AtkGH43LE0jvFLK9XiJCfNs92cuFLIxIzdRyCKUTkeCjuje2SoM3eHbKKSoveLNKaXRWN59I0sMJVfz/x0vv+XZ8H84Y/u+F88/tLfpAiUCGt55JbK6HxP0JiUXVfazs4HcA/gitGk9IbynQR9wOtTcNGBE3kZtXjr9OfXHErqs27TecqAHrctCFxFhTj5QpkD38SFoU26MJA7QKOzUBQ1TejG89eiUtT/MXpIjCnCW1IMXCHw7RziHO5bOuV1igLfqJwulNxX4uT5qZyOFEQFM7aNrwrX5n6LCk3btjRNM/9cRo+/VKuDH5nr5HzNhZveuU13FbwYvr67BR4X6+1OF7kAuIOumekSX6FjMRog4mru4YezDS1sSAxRn5+O1BWffSb0OYRadMqAcR6KE3boMWVCnx5TdpjN910pz7dMaBjQVg8XqZOmUxyw6sXb9vH8+e5HleniGRcD6rHocb8ikeP6ThPKHkTOEH03Vc/LtehlsfC19MqnVj4xMT8Vzn0ASiulQ47p3SxOF1y+vsGZrV9z57zoMfn9JxdyF/OHKW3b8pL/9HJe9MLnI5i9KxSOUZi3H3qlNvbyS1C61a3yRUsP7kUC4E6KAPCYXWfysIgnSlK6NqTGdk11byHQhs8DKvBRIncKrtCjz5BhvpJ2qZyaANhhmqf4hD7jLKaHC4v15QJzvdPvyeZQCWqIbw0d9ch20YwpPfpVMED3RLrvAgW7BouCZjeho6kc8+rZ9fNLMQy0Rs5oYpplz+9HodpP+n749B70oxj1W45Q3ztH9yKJd9TWEjhf8YVvMdBEu6e+H4CP/+7P8MAnP3eeS03zr1sDR4E/JzmStcle9HNKyV3WFg73aMacXej0RS4AbieFWblpo9OeXIMQw/dIATWge85P5U8fQAe7c54rbVeYhOtsK3mQjugzZrigU2k6um4GXb3Mh75GgXrbd7OXrRfzAlclpvSZ0cu5Sv/aYcyQATOmrLNKjx5jxhkoKIJgQo9+HjebTBiYeIpuVpXdwcp4zl3UVR0RjqyjDdfv/YpJnJ+13xoJsbfjHknna65PgXcAdJg/wHeTPAMt8J3Az33Jc2nf9p+LEHjmy+BXnk/bXgtcS9P8aC7XIykQmoRazVkOhZ95lCR0/T37o4s8CuhwCy+giwNCcjKNSMJBjkkdriFHpB9/F82+CWV5+ICy+OaA7g5SxJEDco6qOvOG+jHuYpIa8tLf4mm3MTZENA3PT5gyoJ+/F4tywIApM/oM2WbMKkMmeUKK0W8z6IyonfnT6cntfE2MXBsAy2qKxxxpCnvQosqq9oreldvoWg8HdHeSeMqIx30ZPPpbYTyDn3vW/h2/y0mn4kpZ1bbRuub4v0ZJPEbTQ+Q1wn9iX1FAF7kAGLTwINKKRO3NsU4RAHJQQWEx0F2h59aDzlf1BRP6PJKflUA5EAiL5JrGuTl0Zaj6rvkO8ukt0vCddIinXMwyysWUFd8RhcE6XSEB3ahyj6FIYiA9OaU3FxaapjH6HbqBeltMOMlmTp+ubrAKrHfSe2CjlycGHrpA8Tro+kGYw4WgDwKfu6+UezmCu/Q+CoP3M4Q9CsjDYWOYqEaMO5R/+t4QBqoG+ABdvegYqaL6XCMxbjkVtyhL7VcprEJTXKFTq6QG3yQtzNDKwTVSYyp++VxNR/fM1yMILn5yEEb7lzidXZ3EtDSUb6YwvctZdMX5dl4n7W0rwJV0BcWa5etTyTfL9TWnuqZeTtMsiajaBFmjuBz9nC0t7k8CZMCQVXpss8M2E2bMWGXCBxkz4GQWYzL6tUuQ6uCByzo+xIVDtAjuCiS0X4e4Aw7LXMbYvb0c8vcs8lXI+1cKzyYsFD4f+ARpvyBYjAoS049qizvBPQLqXuMEvozE5D2SpE+CfiaUkKmoS/k+KuuUqfnInMZP2jlC0SnXSezF8z1FcSa7nrifrSjc8vBFMC7VBW/FwXUxLVyLGkdt2ESLan/U5tydEX00f+qwQ71VNp3Hgq0AHwLeQ7L7tDu80nq8iLv+fDrJ/bZMi456lsoklUKk/C/P795iyJRhLtkpdpiymd+3xgYT1hgzo8+gs5u9M3yRyu3BlxIeqoc7kiNjd3YUAxuWCQI9EwN+46h0YaxPsSMJtnumlSI/wgawzTH6ldifLh374i/i5J+986zekqyF91NXDmX/uVNY/MnVD18TsH8BcJFDQGstfHn+5YtbIDFVnyoynbxBBpQ9M1Yp7GGVwsTHwDUkITAkDdnaHuwRbtJfPNTDSfqcS3GPYHIoSgdp+DJ7P+/Tt6f1NJ9qWoybOddyHaJAH96yy3wEEvNa9VG251qu4bg268GJYmIeSuCQjJ7xM7TcUe1bfLkbUmVSmcfAFmM2mTJmwCTf9Z3wZ6RRLUYvipCTaLrk+34oCg6PxXFEusR7lWu6747uGM+yQ0GoRRcv5xFpjh6eX2nblm9uGm447+/6O8r2ED6i6rFpXYXSFVPRM+4NPoDLW7iOReRVErGGlW1bDjNK5I9fk0a7nu8fpQAACssSU/YdD13yxvUHEhLupvR3ygrYoSyp36ArFHyl4YCyG6NbONB1eosl7T+m/vyS2JyH5J77oi85SpXTlRTxOCZNlRVK1HmPgvFvUdaaeimGlpbw3Zm/GN0kfFd+McrIBQR0BcrlwK05ncq+RlkrKyN+k+Q3mDJghykTdpgxZYMBm8yY0WPGjClTtvJYjf4M5afRVkoj8bGbstIlDyb0cFsXwpNwvbYEy6Eq2btSqdy6U3TUxceN3k37Tx9g+rKruc8PfwEge65Ob73xLXzpiSecw/s+QvI1QJcvQLeHNYLk18Q+p8C33RsEwJUt/BhFEkvv0oBeIe2n4Z5wJzlVsDTuBIYC7Yh1KFZFdA1Fym6RmLIsCNcxdQ2KdaHvsjpUJrcuBGVJL9Qye9dtY5xMXGzjeq+graE9dy7keqwPSMUcq7zOSrH0d0UgRIEHIza4mnXeRsMhztBjvZPCGf6E4tIXBCEGrBIqFNWtAK0v1YoRTTWNliiCe/a8tH/X2bby+zVKfYRGFSGKe7X0OHsuTjNjwIANzrDB0XmI6mlGzPJ42mDMCgNmzNiwUMJpZ5dM5XycGAbtDPhQTnlF/u0O8ijs3F526ySG7kYYTtc1s3z9hIOJMxbXVlxYOh/RPnvTJ74KHvDGnyFB1eozjbBNuqNNsXQuilw1edo9XwBc2lzTrvBbTJjQzgf0JoWpu64jq0BM3kOmXHJqCZHH225RAAQxaHcrRsbet7TqFL8nRuz7qkggPMRq6OaefovdbIWyexSUw0Iqq1sl/idfyLIN8dxgj9HrQuEJ5YQuW3UBMLZrem6ZgFhGrweeQm3i/VvgF+a/yqYVCgVwR+kRiihUC4mpuFbrtpTIT7N15kV+Vlq9RKHHm+kZqR+++7/uyfErUq9L+EAakbJ85HhONuKETTbp02dCj608jjcZM2bMhAlj1pkxY5xrOmbMBpucmYuiQc5dQRLXAF0oyEeyh6RCEbZTur3tOmhcx+Ez1KOclI/f1ztEPjIvrJN5CtznnHK4luLejXTnzsu4ZOX5dqUF/sh+R5jHVREJhlhegG+85wuAfnN1+wBey4QJPcb0s9aTBIIzdOge1CByTd8RTFkTQlzdgnBLwfF6kS9Ck86n6exwjTtNHTzwQz6guy5BepPq5GXrtAxlIMjykMbvTF7hsuv2W+WIqyp9MZ3yduTbIxNUthrS7n3Ss09Nb0eztXrT9fD0zrT3ZBEANe3vGE/lo7yu86YpCcRTiyhaR45ZZ+JirC7eVfOefaqEsnl8CsZ16t4Ssu9uJe0Cv0k33DVqyITfHl3kLaR3Kx8x4DUmpO040jgaMzOBNGWTGVtMuJmTbDDhNDOmDJmyTsM6bR5Lh1ifsxyBRg6Jrdi16IPQKImotQDUGlSmPHw01iwI+FRYAO8GvmDp3V+67mk86z99K80V5wL7wCr3YZtPAm/JV2pKkytrGm3iH1Cg5R73CgGw0jy8/QzeyCQPhyGrjNnOWGjS/hWrPWGTtP9M+j1jlrc2jsOshxBX8pPdyBzfe8QbVkPbHbtQjGB3GcY9U3z6StC4D8G9/0KJnZFqqp+he0yggIcZxUntPgHpvocpKLlIzm53qcqHEsPJdtPeXTNRvaArJN0C83ZZo56nqOGTD4LLPga/+GXwrX9SS/P7JD37WlI43U8y4nvZolgFQwokFCEYtbw7adWCfuihet4Fgj6jRitnqJjmFvCwkIfKsMx/AGUExAggpdM9d1jr2ogSDusMNtGECTdxmg222OBmJsBV2e7sM81h1X1GC9i+2sNPFY7CK/pI3DMXe1ua/5AEk7lqorLLF/SpoZuAzz6rJ950//vxpH/4x7v4vjfRBSBFbis5qZUchBtzr3ACH2pOtFdzYwYhNunRZ8x2tgjSsJrNGf6YKWnxzoABEybZZTbO91Mjtczos5kBHkFJEwb0mORnpzmntMmB9rJxJijmL6EgAXGKRY3a2YWuSw9Unlt0T4Sqef3F4J2JCiqKW2LLQeRCYEIRBApNPE5hb84C/fByWBQIWNmjxi892qPqXUgqXd0/4Zu+TfOvrwb+oP0i3vyUd/Kk301gxfvaH+HVzX/g6V8Mz/iz1CNvyM9eB9wAHKWda6y1GCtyydbDbzEg9ZzH5LuVEMWz7zK1QmHCN5OsEjE49+iodbyXlEeEnbylxTh9GzG9X8+pXC4I9B4JxFTXU8A6p5mxySZbJEEwoZdVpSII1BbRgnHyEemCKQo7L9eMbhkvntDR95MUi72pfeEhmpckgOopV7yAd3305Zzizv09u/NWmpUvBd5OUZo80icKAG99d8cL9r4XWAD3bU60X8SNmYUX5j4lLauZoF0nZQ2Qzd4JQ4ZssEE/T5kevayRTXKTjlljwhab9IypyqE2Y4tp1tjTZJ/Qm+P+Kc8x2/To53R9uyfmHo39qDt6YJyuO/uJEdW1fFzyu17oqLZ0XOw3FCegLAaxSeii5HqmZgkIHIn3PBjTnVl7O6dLBFASAI8D3tq+iWc85Um8+nfh9S95AU/+/pN8T/PbPAJ4evuTfG7zfXwIeN/lcPXjoHkdrNLOV3i4jSWHsQN10albc1u7GPdrcsd5uMEs/z4C/BXwZSyKdp+2+r3s/Q6NuE0FXaFQsyY0miTofJTEMFV5cCT4ZB9vkdZaDJmymWeVvGhxBM9YXHTnQtK3PdMod6+d2+0Xhjwc20WtFJkL4wRO9BFKq0b7y0ffdrjmduKMe4UFMGxOtJ/LnwIwY8Pgnmn+BG3Q1WfChOlcABRhUQLihtlw3cmHnKzRY8ymsaPSwFM26NND+8BIeGha9LOV0M+WQ48eO0zyJJgxYZqFgztwIgQiD767uzyMVVNS09Id02fouhIdsnLt3Blv3DZNK6X1jPJynwUU60PX5AfRs2IZqodP5x7l+L1+5bMIprLD5oSWAbtNvLb9fB7SvI+PPBl4fVp2/zc/Bz/wnfA7LTyngQ9mC6Cmccv1Cd2gYu8J1V4MNwJiIndainEq3YjkAJyRImqis1kURWgU7/LsRO3b2UMUy3rOPTEuXGpufL1b7n+tsT9Fd5Wy4tbci5aEwoRNJuwwZJrnoMrr6o3Xz60tuDuZv8O72HeHeH1c6vNCCoBb6IpVtwKcFBXk894Vw3uBALh/c6L9HAT8lgZQaJy09WQbjFFoHAwYZ0ZaBtOMPlNmtqgDyM7kdL9hQC8Pw352qA0yix+ySdorcgycpEePCTsMsk4zoM+UbfpzpridyyIbIpU36ReyIKa5DDLcfVfDWS7HgAErzDg9L5sEXNtxQUrQKA8N6misR41eaxt8ywxZOmLO8hdoisoiOUyBrsRGfd0EdN2srtUcJrEVveM4yeH2SOBHgX/Pfibeb10GX7+TD+J4z1O54RG/zXXtb9A0T+NwPnFAfgAxOodxvCXcU+FxUz7FajFOWyQns0JOlV6b/L6HtMxQi9Vkj9VAQs9X71mx6+pNPbtl11x4yeE6pHssj97jPhAJrHGuh8NIQ4rz+hhlhImU3xapN/tsMGaSWW2PLcZMGTCjxyarzLIq1WMwLzuW57nDPnp6WcyRv81Jio0rLmmuw6POqURnR7dR1gdBEQa7BYPo0wNyn3DPFwBrzYn267iRjczip3OmKLQ/UXIMj9me4/1lCG1lwZCW0kyZsYp2pC85FCoCgPy+1OhJP0g5De09vSwgYJKF0Ep+fmf+3oGVp4vcpVoNWWVzbg30ELyVJraYfT0Cu1xJ/orb5tFNjhXqrYfD887KHAyJKLcsBeWjnXkOsxh+qrzEXo5SQmxnlrcLpiENN7POMc7wSHZj/J/4qX/J6972Zp79uwVb1cZb114O77oV2vbf0DS/ynH+hkF2bsqG8RgtF1di/HK/q3Rxl/loBTjgJ/vM36GgS0hwkEe6ROBQzFQufi+3wAkPK3ANerddaqL9J01cz3q94owYWhs4REWlHk5eh2QzT/MMmTFhJR8VNGNiM2KTSa5/GiN9BkwXghS81bzEvfBb12oCwO0NUYytkgC4GQmAo5/1XE59+GfmT5zdhm/7pZYu0/dtaWqWQKyL6v+oe74AWG9OtN/AjR2jDWDANIeDJkoMc3MuFhIAM2OLzfysGP6YMQMTJL251aCtfouDGQZ5Wc2EXh7QM4YM8xWBRlPW6DPL6zWT1rdNr6NlTOaO6dX8HrcgZnl6TXNnasXnKL8jxXX35gJrY+57iBEAMVYEEpKudw7ylTEFfvKoJHcb+p6amhya1kfsusM8WrQGXWEA3fDZCLjo3V/Kx1nlV0hT76tIx2dDmhaPAv68fSxN83baX3gAzb/9BLvRl7PNDkPGc0E9ZYf+nLFCgYFUuujpcA1dzM/d92KmhHTkd7wn/30JhaW4wxPK8j/smseBuDfFy+fau+qiejjbk2iPFgd0tX1fGaM0bnHA4noGF6JuZU1IeqzHs+ndybM1ZpOPsJOPCBJ8NOmUYcYkv23AgK08XrrrADywoFjf3Q0cawzf7/lCR7ejJqQooP05gc+GXvzdL+NFL30+aY3BJ+1OS9dCcaXMoSsn1W+DCy4Amqa5FLgRONW27dc0TfOZpCCMEWmz66e3bfvJpmkuA14FfCFp67tvatv2I7vlfbQ50T6dGwEsxmdm0fxlEcQY1yRSA23lUM9ZfjZp0xtzrUPO5QEDxow7cFCChIYZi07Coh/0nHSSlXKZdoSIp52wSY8eaYfIfgaa0s7xEkYDK2ehMhCGDNE6iJ45qzdz+i0mc4tDLdUuaEmiHk22KvqcQlsdF61wzA49butoG4KFlJ+0endOT0kL3eRmjfsXDUmDdBCeS+xjxFE+8YdPghF8ax66v5xTSC8azc9dPQPN4YVTuJyu5e1cyWM6EE/x4nSZk5im49Vxc41ir3TFoosyAWf+7M+zwaNZ56GUXU+FRvvKlAHd+DKHcNxbo+WBro1Hz86WffetF6LrMIZb6p6PGPcsRZejejkKRb3vcntP6vHkOUsBGmn8jxkzYsUsboVpnGGcGXkSBok2WGfAJlPWc4RSaQUpSW0nqi5SzWYROfNV79S1/Oc9+fN4+ev/6jxbAdoeMXp6ZJF7OLXuqc3G9syXXrDtoL8L+BvK+HwJ8NNt297QNM1/Ab4N+Pn8udW27fGmaa7L6b5pt4wVm5IK2mdAP1dvkq8V87BnVRlkXWI1a91krW+cU6Z9VcpEmjBm2PEWkKGcXjZHmbPtdD+BQdNsEehzkjX9mf0GWONoXq05YIuZTSIfvF3TbjYHqvR7kPNMdks/eykEE63MvRWT/H9yQy9SYg+ClKb0mWab5cxc2B1hSJ815NSessFJZgzyQhxN8RouKeeUprxrWA7ESBdctSffnMb5n6e7D/Ns25afbxp+6KX/jKcAvLEw/6MA7VN5cfPb/DpwgiQ43sW/4128j+szO9Abte7bpxQsbqgrxunTa2jf1ZoeQKvtHHwNwYAJV1NWPWzTxfVnlo8v2VNLQmEHYvTrlr+Hgjqs49p7jP5xb9Gi56mrB6/YdxcALgTVo47l95FfIK05/iiwRj+vy1jLbT+lz4jTbLLGNbm8U3bYYp0rGZoVvMNgrmglsGhkwdHTLFSl/CXr+rbOJpIu3r1G0RMhihZBl17xu3/NK5Yx/8ueALe/ZemzAFfxQH70hS/im1/y/HCn5rdzcNF9ZwoScWs9rg5eTudkATRN82DgV4EfJ52G9rWkhY8PbNt21jTNo4Hr27Z9YtM0b87f/7Rpmh7wceDydpcCHG9OtC/mxrnWBovRsHKknmaLwXyAbM41c+HpAFt5kdMKCX9MeqzsiuJQnuSGnmVWmw4PVLRRb55ODHdQGSTF79CjxyoFhoI1VpmxzYDVedkUNTTrsP2tXMey3iG9u3hANAx64blk1Wx3oKpx1vobwxJl9fTp5+EzYchsPqTSBN3MAiiluY0pq0wYMzEHtmrng3fd7snRLFajLbtlLcyAnwVu4RDJzP964LX56d3w1ha6u228B57zCPhD4O+eB699xQsY8dK5hQOwcxn0bi+2jMaYYvWliyqE0SN9XKRBN27ExZs08P/GJt/CaA4xiVzrjjqeM2SHYzTNXVC5Ni+RLKhpg7JTlCyOGC3kG6t4+TwsQe9w9hn9IB7RMwz3ZBF4CK4vA3T3bG1rCY80Spb8SeCotcM0Pz9myNDCUPtsZrWpa9FiNXP7ycfvBsn1fSGjgNKh8l01g1ymU5Qe8DJCd1+0LfZ7Iti5WgAvA76f0t8PAP6hbVv12y2UncuOAn8PkIXDP+b0/8czbJrm2cCzAQ5zRScwUaSBICR/AlzJ+nzy3MoGg7zlwowzTDOjXs9O0LQ8bJLD3GYIf9xkmqGZohf2cmaLQuoAACAASURBVP5D1hmzMb8jQeCwj44TnHVMzFlmp1h+WygiSHn0SGfRCqdPIaWpdAOG9Dg5j2xK9oCcxXJau4AYsDlPW9yEfcrx62myj/AD22e5hFOSnbSWbZ5bGTBkPBe8icEM6LHKtANIiNZIzF4wkdiCWK3CQj1S6W2k4VIw3tdajruZ2Q3ACrRfyXyF08/q+ivg69treUMPhsM8zfvQ76XPyQTWp+lzdntXrxLjP0KXUfn0gy5DFcMUE7sW+PUHjXjYxwojvpmyWKpvz8Vt9bDfI7qx9Sqb9D9IcIu0cGdt7pJ3Ee2WR9SJ9Z74rJ/n7KukNZYFB0V2WuZNom0Su8LSKw9tyeiWlPJS+KnO8Jjk0u7k2UNm/g7B9rMqs5rTzvKobxnTJx3vmeDQAdMO3j6huy/P+aPlCo1Glntk1NOCTx0amlKihtx5vD+6ywKgaZqvATbatv2Lpmn+hS5XksZzrGv3yoW2fSXwSoCrmhOtNBYvqJvDbhmoWUZcBRSWU8JDE+2QYpXHpAibTSYMGXCEdUroZlpMlmCBGRNGGU+dsJFd0CuZaacyCaKZACvzSVQw/pW51QCaFOneBhuMMpTEnKGXAZzKX9xvwzm0NcvDtcBF0zlr8HWpq0iXHzNinRVOcZoJsJ7LvMMknzOrDQDIlhGsMGCU23DGhDX6ZgmtMspiZZytqxlrc7itl92ZXZ9En8KeNLjfR6RHPgze81f73/+l+UP4KeB7fgWu79x5POM74KEjmM1gNoVRH1ZWYGsCg9XM8Ac5lHMCV+QOHN+RPylMVyUe2h8UgEsi7VdIbOqZH4Mf4CRvvf8xtv8BHnppytct2Q26QsYZuPwR0lO3Kdj+Mbqat7MPWTDu1HbBNaP0RBREui/hsGbXVEaPF/NoKVlTNZhIVNSjko/OPhAUJ3hKq5avmD87YDPvDHCrrZspSti0A9nKGi/esd78rVPEmKZMmeS1KM5El8Mp333ifrz0xru25cNyhUZHzoiZa8TVFoeJw2G/YTfYKtK5WACPBf5V0zRfRQFzXwbcv2maXrYCHkwR9LcAnwHckiGg+7EHWKWI9BjMpQGqwS2Nx7WF4uxbZxPY6Sxnn3CEyZzVj5mxyZQh/byRVgpF28k6ThITIzaZMmLEKAuQ9HRinlNmnLTzgvrWCSsM5s5b0WBuDCfq5Sk8zVNN+H5Jf3T+PcFcozzAo8VR4CBBUBr6Y8ZM2eAUY2DElE1OsUnDaM6cp8zmR+j0DR1XzNGQ1QzcrMzfkYTfdB5LlXStHgNWSUevy+pKkUjjucCJAECX3v1X5furnvf5POMVi0Ii0vfkz+vzZwPQHOZaWr77w1mzvBQmd8DgspRmM4/CSQ+2bk/f3Z3mTEnarLR8be23RmH+M+CKK+ArPwr/mVP8TnuUXvMQfvkf4Flty+ojYPBeGF8K3LHokpR163i+4vp9WwsxxgnluCMJp2glpC0eBgwpB9qLHPs/Yt9jaKkLAZX5JIsM3wXRMsey2lS6tuq5ShFmZ0j9d1O+d1P+vTavIaxkH9KM6Xy+pHivEnyt7WAa+pm59+cpgbzTsCBRF3GwGzOtMf+2bXng1ffnzF/9Y+faNz/9h7jh135iaV6FeqT1MIKAtDeXWjmOFl846mvR90fnJQw0WwDfm6OAfgt4nTmB39e27c81TfMc4Jq2bb8jO4Gf2rbtN+6W78ObE+0fcuO8C3qU06IcO+12Z5fkU9+haDen6WorUZ6O6YbXla13p2ZJJI1hi42sh0vHllafFoKl4NBtSrxzqk3a2M47KlkQyZYYdKyFFNJafAQehurPJ7Expp+tk+Q7OJlz7nOCDd7DGrfwxzQMgT/ip7gtM83nInnc52ieNL5/5RZJ3zyDjP9V+nmZV4riWMl6l8x3Gaxj5IgvWGsayqvID3OSn6z03vml76TlCrrRO1EEDSnM3jVwhzGgYP5HSHsP/fCD4Mc+lu5t0jD60zfBm/9vmuv/bqEc7TPbtDx4Ard9GD5832zBTmAwgPE/pXTOMDV23WqQZq6xXQtNxa5LYKX9fTbyM2ukfbRSLJie+wBFqVI5RiSGP6NE92glsFiTgofFoh1MkeXuKPYGJWJJPoyzoRHjuRUudSi1QYmom85LIZpSAmadE4hUGgF2X3eWpToX+q+UOeZ2VuRUuuchAH707Ds/ZYfCvxC4oWmaHyOJsl/M138ReHXTNDeRxuB1e2V0B91u67N4WMSh+NB9KSNtmjSGQ8Ch20tk8DolYtY1PcFKWvOq62uMGAAnGbPOOskJ1WeFCTv055FCW2zRY0CfPpfTY4dRth6kAY/ZQiuM0zYTg2yqJoHjYsd1GljL+boTTgN8hwkrZuyvMGQno6Mtx7mSU7yfVf6AAQ2vpMlYOxSNGcoClxEv45ls8yFOscFx3sNJbptvJKfJAdvZUa710Yn5TzjCiB36wBl69BnOhdoYBfitzS2BxET9rNW2fRNN86TYszzv4Yd4xXvv+m7wa3OfRFcjdf+xzFVp+GKsWuWrHBSauQa8gsz8W+Dffz+PvR4++OjF8ouaX2lo27cAj+fDQ7jin2DjUhjcAbN/KunkgIbCcKGr/EhbFovQvZvzNfehnSZFSI2Bh7LOOF/bYMRDKVsA3sBNXM3x+egTBHUl8GTgzaS5J6vEzyr4UH5GB7SKjfl2GoKx+pQYMO0Iqj1696eWTtmiR4+VOWSa8P0dehkY7TOwrcTdu+GgscSRxL/c99HbcyHog3TPAREQNqMbxCtR7SoJlADi/dFFvRDsquZE+5s5Csg3IvADPFb9gUspM9V3oPJgaY3KUyQJY3QbaQAqEsSFw4zEpAQRJSFwKrPdwRxuGTPLkQjC+ntsMM5MejA/vEORRlt507m0DW/qcC1M67HO6jy8lCw6JoyzoPBIo1l2v82yiEhnJkxoOMmP8tOGiV/C6PQdbH7/6/n4q5/CYZbjkc/ii3gjT2fIhHH2gfSQ6307+1ES+0xYeD/rHxO01mFAL3tEJozy51oGsNYyHDEDruc/VMsg+u5veS4v/bUipL6cz+OP+etdn0n0QFLAGTyLMzya9Q5jd800HjRK+C4SFKLNM55I0pivOctokbfzVB7B67iREjDr7KYb7FDK42NS5RuyyKoEA6m8jwF4ULZy1+Eh730m8C6ewvX85BXfwGd/dP/lfyvtXGC4QpXg1uKy7IXrUICNGcVicCs9OWjPhWRbSGuWKPOAX23U4R4Sh33U6ieB5cL8/NN3UISRLO9uDFR3kZsLBVcN/vKevxL4muYR7W/lTX5nrM6dOptMMmPcoseQYTZdFWgIJGHgZ6/oU9JEfhWNkdvrZWgpsvhWFmPGpQUVp3DC4IspmpzM8hUkLDah8WW18mzuM0iwUhISPYYmMCBtsTVE4akAWyjuSI7WVNo+Q6bzOI7nw32fC+vH4cMx5ng3+o9cwxM5giZysluGjNlgSorG3sh4bvEhKFqpb5JXRxUqamqFFASrBXKv5mkAPB14VfsWmuYJZ1HO/dGz+HNOcO08FNKZu29n587LCElIo5WFMLBnHnzW4YLfyCf473OoDAoMEqEpd6Z6tJCvq54v/rov9LM0cKHwoXV4/MfOb0jjJ7P3SPPuA3ZvSrIIVIcEvU6zQEgA6YQBWzlENilEZUqu2vcoHD3avfSRR8nURCl23QEzrbuG0opKfxPksblAl34m3PG/5z/b6w7R3FAs1L/84s/jC/7sr2nv2Ka5dJWjn/VgTn34llpOPI4UBwcvIAkdqSmKlIutIOhHIKDqo7K/71MGAZ1HmjDg5oy2F4fP6ryztLnzMCv9x0nxPMnJN7w1QESXUSwqzV7ZoR4QLTP8UmhytEYf5lsLa7G2a1czc66lvUL77DDNW8gBTBky4HKOMgNOs4nW9QJs5NDQLc7Mt4Do5WkyI20Fl6yGbQbZF5AWfaWiT5nlrk9nHgzmUUUTnn7ft3Plix7D9T98tpN/zBFmnAYuZ4VVhvQYMGSUdf0xPXPCTZmxY0NKEJX7LxJMIT9AWtS2NZ/K8Grg1Zn5rwJf8mVfyxv+5Pd5+2ufy1d8/c+c43GA2wxI08UZqjNz1wfj3jsxgkYY+f5jLiKdnPuzfOGYvsup60xeGL50VN+0e3BZ8iH0FTmxQ1mKMYGjI+Bjd7mwVboPDW8FHpd19qtJxnWJwCvrv1PEUp8tNljJPrIEB51iRp8xcCXDPOIHjOkxYTBnfRJ48sJpsVw5Ba3HlAnTjmNU1Kt8l33lOxfpTyBXtP+M7ui+x5k/wBf8WbJQm0vTHFnG/EHMH4rw0soNDzug8umeqdrv3emitgBONF/Y3sj/oGU7b12g/fv7meGkLaITAznCJluMWGODVdaymdTPLHqNEVuMSKGPi07kFfv0ppXfQWm36JrcHuKm7zJ30/CZMMmu4BUGyGRLcf5pNe9GljxpYdlptPBr25zO2guoR48NTubJ05vnMSOtfh5mxP1mepziN86xBx4IfLPVbsAqwxzlP+RyjrHKMS4n7Vk6Zps1VhnkHkqRRmkyyQme/C7byF09y3V8x3zXn7uPns5rOMHjAa3/6DFkNAcCdD6apr9C2zQdfXdOX9RETtechQXwm5c/lm+/9Tj/yK/wwXxNgkjMfkCJnb4NOJSjhrgM2llScvqXQV9miBYaKDOHhTNy0Nxwfi2AW4DXXQrPm8Opaba8jTTP3kWyAjxEtqxbTf+vk6yDFcYM2WbGJIcVz5iwjg6CguOkMOwCHcryUdRemgXTDFD5em3orktRa29QQCyl8SV3U6Aeq/L2P30Nj330N/JD1z+BH7/+LUvbSDH/+zvU/vtyq22zuO26eyu14uIkpYN9T6O/u+dDQCeaE+2NeS+g5RSPpBBLj1qAwht79FnNUTolPHKd9eyg3clQ0yjDFb0cndONzffTbN0w88hd91GIAU6zMNCJZQoPHXMmRwadoWxG5/dPob2A0tBMUEuPtCZgC7mbkx60wYw38JpdW27v3QwfSFqP60uQUskOZX1sjTW0XH89nyU7YsBabrPEZgfzf1BCSOEw2lH1pbZTqZfrhf/6CbzkdW/hMZ8D7/jbUrJXnngwz75xuUZVoxfzPq7Kh59vs2kwWSLfrk5TSf2sTa0dJpJlKDobAZAoQUASQJ63KxaH7muPKOYU5oOtHUPj0QvxWIfMH9oJXPI/z68AeD9wdWAhNzRwHS2/TNr+wSN8ZM1olkq1EJtbYToXtFt5044SyjxEG7+XBZdJ9dlkwhawwWYWHKmHBC0V4M6j8VQK9xHIItBM7rFMAJwrPeaKp/KOj/52uPoEujzMsX2NTC+je3/cWrk3QECXkFSgO3ZLNFpyPW7l1U05qtwX3caUPv2MUm4y5hRaFKWBN5mziLSNWRou2rCql7twljWVslHbShYvg5w+Rff0MnCVohaSDjNja679lwC55C9YYcCAddZZIS1z32TLwkZT6OZeAmCvTaxWOcaXc5xtTtlhN/IwpIE3yGGwvSymBPaM0clrE3r5aMoxihkaZCGXOFncltvL9ZLXJc3qHX+bwstekq+fLfOHtHpZU3yQR4MvukpTKgVESp/y5XRYWuhah3eNrQ7mx0Zi+cqAby7NEOYE2gE04lO+kf4IGtf6hb2Iv1lIW1OWkixQ227TNKv2+xdpmm/bswZPA97XpNiVq0irt6/7Zbjfsxq2gV/KLSRnr287oXaVs/g0MMgiNVUpnVKncdfjJH162X07yVUeM2DCgCnHmM2h2Q0GefO7ybxdT82DWF3ESvTIOjeJObcQ7h5aZP5QzsVwGwdK56qDRR4X6AHO+6OLWwAcInlHYhB2Oco30ZiC25+X16ZBOGKYY19E47zfPriAmWX8HnrZPJ3ZqQATellzERQyyIxoRNkwruw1NGCNPgNWGLMxN397Oa/tPMRnWRTdmjHLHscyY0tM5eaz2BBqGV1Nj4fmbaO7+xRJXx3SY5RLq83oxgw5RlrSlkqctsoeZ+E1zUuSBnNNrh+GYf/+MP2HxfK8ZPHSWdH/5F2cZsYwM/+yd9R4bpGJRqyyNl82NeTIvM9KC8xYrn7sj3pwX2jyOO4D3JHybi6jo9A1ydFDLnjBLN33B905IZTAvdZLyJl/+r0384dkASwIv2eVr45Yb5A2AXGwwoWenPMOdMhnMwGOcIwURJyi3qbMWCcdN7PGlNN5n9BJ1txTNF6fjayArbI+VzbKaudeVlsSwDlm3XYFFlR0IcnDU2Vn6posGd/RySGrGO20N13cAuAySlin98ND8qf7SMry1a5Df0pxfF1KqvGSiJ+9acih6iwqwkAMQXvsKJZfUMfWHAvvZcx+kCGotQz3TNAB9yt5E7khg7x3zDpDjnIqX5tlvXXIKlMTCkNGXLnbbN8nrXOYr+QqNufTcjN7Anp5EhemoR1Ke7kthhzN0VkJmzjNqeyfuJkBAzbYYMJ07tNx5u7M/7ovgxv+BNr2EzyjeQCvPof6fIgPZAE8ZMwWw/xPTGHKgFvZYIp2hEm7uh5jxDojruRIPuz96BxpGVK2Yzh7mjB3SpkV3/wTcHsezven7oeUX3CVMkcUMKL7QjAUDbeLtHoK8Pq7VIfdSSuL1V5+1tWYro7rkKoWlTnLS3NgkNOkuDltf7bDlCs4OreZ07wYscHGXNAPTYmZMGGbzbw6uMzXlpsQc02YfRdKfvn1L+C7rv/plLZ9O03z2AUotW1bvmat4Q0VJWZv8hh/B8z0W6TOddBQa8MHpMPl96aLWwC0FDvRQ3r16RNDgdQOl+m882N04/pkJ2rS3E4SNnr+LguIQgrrLF2WpNMhVriNMTPgCKOsrSRVrcdh+h2rYHO+zUTakCxVLkWHpKGeNmnYnpvRyUk8nGu550KbXMnNHGOFcQ67PcKAAVdm7WvACmmhV49DWRhsMyFF+Q9p5kGycHzuBjxO2tjCw9omQD089YZ8ImjTPOCc6/MwtjnKmCljdthmJTvbN7PwGmeBNcll2mbGFme4mT6jzHiSMFjjSo7zUYZckS0gLdRy/WNvGndjSUMARx+6Y9w1/uRNT6T5ry6PcyMFj+1KvxMgn/N12pV0Vb1ex3N6XAssbsTs+qxGigKafIVxWa7VN7fvcO63G3B0HkixOe/vtD+ofHqJher0vitRsIXsDm86MX+Apnls/uy209m021f/2Gt4ww+7j0G75HonCsfzDlfLSsS6s/jeAgGJNPA9Tk9+EnnQfPGcNqKMFpE0JKkUA9LyRj3nW2uP2cP3cFcqkT4PzSMRytWWGQ0pJG5In4a0rCydSKaoiCQYEmBRLIk0cCGZvclbsTE/8Wt/9JSHfx+vf293O4YjuXSrrDNFu4MO2OTYHBpJfKhoLd11iLsJIXVOeu44D+amvEK5xny++sQDecONHz+rOkV6NCOuBT7Ieg7y26RPj1OkjQGlWU5Ii9WGDNminyODEhsYZ0Ew5CYm81XF61yBtgPZm34M+GEARkkeSnprXAqr77F8tyxB1T37rnB28QHfaOcMCa9ZQt8QIJ/zdchJ3KZFa231XbqYh9xCtxr6PbNPsUbfpM8Fih/2s5bHaY8hYyYMWc/70ZbTAMuhs+XAWR0V5QLgTa/9SZ709d8HQNv+HU3z2fzsK/4jz3neD/Dd130HL73hvyy0wW7CtMv8IZ2JHWvjreAUW/fs7dCLOwron59ob/zaG7s97lYAFAtJjFvalCaFr6TRfQmHU5TYTm9vqRne8zPOq5+h67yBgmGlGZsWspd1AAqfTMUrhXUX1VaWimkd7ibP4PkchY4oeApP5XKu5Bf2sffO8/hBvonHscpwviMoGQvXWQbrGfJpqgN2//Qovph38c7OtR964cv4cTss44ceBD+e4bxXfRU8441n947X84uc4Bin8244wv0T7DZjjQljBpxkQj8L3QkDZnNYa5Wb2WbIUQY5gii1yjpXM+BLOcwf8Hl8zb5WKAN8G+1n/bfF0E0hig7/KthtGK4r3ZCyNFnKo/CUDdJ6phE0S6KA2m+B5tfK7xcDL9pnLXajT9DOmbQj2h7PL5q7Ku4LvazoDVdhZwLjbdicpV1UJ5QFeVpxDN3ZpOkuPTGiwwpHhW5QpeedloRNeMPihjN3Gx2l5RQfJHXYhARyqXTu5HXd3RmkROnX3QuigKA7kKGcrK39ILTrlCaNfnusGXQ1pmOkXq4JTo0SVy2UlzYs8Wc8ikwrizfZB4zky5Ch7KuYgkM30Tre5AROcUf9XMXZ3MRNxUr3kkY1ZZ01egw4DHwln88v562Wv5Nv4wVf+b18aPMUp2+8mTdQi0Io9FBWuJYj9DuHEYIk8GoHczg3OsqVCwLgx8NJST9ui5j2y/z/v1tb/tnliem9h2uAI0zZADbQ4rVjpFiTbbY4xpCr0RqTVWascCSHBksr3OE4OsAnDYiTKMRVzP+rIa9h340GhekLq/fxqrEqr6kQM4XTKHRJ8at+T/AmOd1N0GolY41CUNwL20/youY+e9ZgL+oBw0uhd0f5remk8wsmMN+ZdTBITL+fvbRtnv8reQXcENi5o8yaKcmI13QV498Jn31Kk8kocnagJo6bLOyEsX0d6bzbZfTlXMIfc+d+mqZKaRgcZcCVpDPQ0tqnlewH1IFO5WCnFCY7ZcyhvO5mwGAvxK/zvouXWsrAd+BPPacAbSg97/4TF5iubkj8K29f4VOD3WSKa8Ny35tpKaOf0JJi9U8zzmGeE9LG0xN0zpiY0HrHHFHRkwkzzBCPooGGHGMtS6CV7NjSIfRaWzsD/hX34/s/6+n88oeTyfr93/Icjj3jKo5zFYPnvps3/O3uAuAqRvQ6a0+3SMdJDmnmDb5LbOF+6TIY3r66d7q7QGL+kBx9yYl4nBnH87Dq8QG0o+Rm3sxsBzjOgB5XcpgU/ZN2N0rxJx56I3S6S3szf4CTxUod0Q2RkYPXFRAn4SerpHEo76oYv2Bkjd/DFkZaoQe+tPu7OQ/MH2A1+9akL/kaW0FBA2B4O6xeQZcLD6CZ5lDYGRzLU2R7liwCgNksLYgbkartu5AKKBCyq+msqSv9UZ4qCQiV9TSTvLKl0G7MHzgr5l+DhmZssDnX/mc0DGjZzlunp9Zr87hrs+8t2eUpNCOFLe8/dPXiFgDQ9Xuox1YoE0Mk4aA5KX7lTjONPm35eJJuaKmYv57RJJJ/wf0DE3bxEZxiO4O346xrbDHGt5PWghVIWHSy7FOw3BWMWGeWr6XdNKec4kh2vh6aN0yP1U5nS30cA1fzr3kix7/12+GHkwAYDnvwFSnFlz//m3nci1/L2z76Tr7+4Z/Ja9/7v4l0JX2auV6lkKpygEYxvrWGVp109tQ9AfnuoQGnWOdKgDkbHwMnsv5+kqNZY0yb802Y8C7gKD0eml3wGlraH6npaBpnS6OkfsoHIJhHarE4F3QtTki4nqOGWOEm9ufw0FXAe+sl+fhCJMvf0DSfexfrZXRNKmM/b9PTz/PwsNfFV4j5CTbi4uJ9WUCuTmE1N/k0w0O9PpzuwWACp2/vGu1iC2oSncYmutV+9+xvSDlUZjdyRv64z3kAb/vbT+yraep+ge0cej6YK4Ez1hjmjVjK5o/9ubZfnNbjuaX67n2V4J4gAES+NiNq+hL9DpPFXbVUUzHz7fB8jzSpXKP/sH2/P/sM8UjQzio7bLM5jyn5EKfo5e3Pbs348gqn6JP20B9lBnOMa9ByrnEOwEy78Ayzo7JPy000c86hxjlOkX4J437it/x7+PahPI6Mfu6aUsx/d5S3fWeCXJz5P+ayS3jH7UmLmbBJ2t5LR5B4VLeHq22TvIy+hlYN7ye/LqHbmW+HcXfSGkc5xtGM7+pY8cEcR34EUpoT6HVbdnXHvfYnFJ49pLIl+b5pWMatM/LoA/RudXBbstnBdX9GXeaq8BJ67AIzuuou1KdC15I4rqybGI2nsqpu2hdcc3QGZ+7oGuyuxSu2jNtLM2n51hxeCkUqmxum0emrldXP6R1jTs+Po1lOzsj3y/yX0ZG56ZfCVn2zxyQAVMYBY6ZM8lklvayp9s8yDu3iFgDCReN36DrCPNTTcU9NKA22U3S9QL74T6smb11Sln3F9Mrdmkb2KkNWSWdgrTNig036+Uo6A+AhAPkolaR7TmyWrrFKWi+bhvChvFayGKwe++cS7SgwhOdfBf98P+UuJOYP5BOZH0nZ1iuVNjWih595yJrvbQllCdCI3TTlK7mGP+b3ga5G1bYt92kapsAh7sdt3LUj+AAefdnjGN0uZHEwL3UUT4LUD9nvDmlPnl3oMJdwZg84oGEzdZujaBIEUmoE44ztWny3fmscz7kixSm8h6FyMvw+X1FAHKYsXHOurKi+bbo7L2CfuYMOT7LFkOv5/7f3/nFWFFfe/7uAAWaEAcYA4riMIhACQQNCZDGgYh6IEFci6EMMqMRghPiMK9k8ZEPWsFmykRj8ilESYcUNZIOr7IoREzSBLPpgEiRIRIIEMGgA+RFAfijKr8/3j6q63ffOvXfunXvv3DvQn9frvLq7urr7dHV1napTp84JL3fw8H298FSgl3k+xkBYoxaOB2KdTVprO9vhsv3qg+ykJo3HgELgbcrpQzkfcIy32Yt1p17uBNQB3mIXB1gM/JhqHqUT/bDhZu3yShuXL3OUtgAI18GyhH3/xcsSznnVzx7iF4mFbf7DP7D3EOrbr5wWi/nZ+rBNwUkqOUYlLWJmlSextv12/wSVtEDscZY0ibP94XWT5xME/ysPUVg5ATG/pZdlxnUqM7WK2FInj7BpVVg3Gp5Sq064hiTHdVHG9th+mJfwfi6NP0BNZ+DtIEiQfW4qftLA1x1fV7wTtpCvovoaf8A6LPPSJty58fcMN4y+WoQnfMPX+gY1bBIKgVFIOVYdk0KJvWPtFZgBweKhfK0DAPd8L0XDpjd7XPpJrK4mPMD0ecL7tnW26h8/9+HuWeYGkGXOUi9srUJuLQAAIABJREFUCZssvof/0+wooMytpymPawo60IkjWayo1+OPYiZ+OeP8yfAFqqgCOlHOXvcRj2DjIf+MN3iVF4EfA7CTL/PTjmKb67ReTBA94PMZPq+0BUA5tgMahhfrYXWzt7zx6b4XVUYwJqwK5fXzrR86SrQGCjf+zd02XY+vueOVcjga/vv2Osb2YCd07IIFK7M8s9Ye1cRmncOLOcJ/ywlswx5eKOL/jnDr4b3XxDe6Y7kzJfspf/SOvWBfFbSpiv8ZvSmt3w/Ln3CN8r3XDqG0sPD23bEP4Atvf5a5Cd5LJfHEvy/i8xNvAeCp+Vu4cVIPAGr6tOOtjdkJhBaJE6m54hRB2LqT8acSzW+ToYyh1n+y1dgF8J/eN+zH3A3Dqs/O1FXzEEq7mEAg+NgnaaRauPEH4Kvn1MN9hrjDbXcR1Bk/dxF2suSFQXhEHjb+h/j/PjwH6Fs9CKIiuu9Rdsx1h/zz3PmPAkc+jP9sBwnGuh8AfZwzmPkZvmqujb8kZpllfKLnZykrh9Z74WQ5nF8N27bC+e8cAeLjCl+5LzchXdoC4CiwhsBXU9iO32Ovo+0Ek7u+4mS6kCvRvj88QsjkHqeS3CMO4cGn73tUETQRVubHL2UGW3X9DJ5vZRNs+doTuAPo5PZbl9VZg7WEHwE/DBJS+IWP6/ld092Wq5c3XsXvX8OzToh1/6oQ/OjhbpX/Qf3P6K4tf7vuHEBYMK1e8ixXjO0RO8628Qeo7EBqFV8YbUhueu0FnJ+wDBsdJNjdnU/9AuBiyoKq4D8xBPNS5aFjX7YnQnn9yCNR9RMeNXjVp692KRDuUAOYB3KLvBBDl4Stx2mC8m0WSmvmtjsJRu2+HxWe2PajIDuREwhRXz6+3oXNfw4Tm+2tACoSfFFUhwfRwPsnoCJhZJcOc2Y+yX89chtr33mf9xJGUE+9tJwbh9wAaSJaxPInPu/NOlmToiGjttIWAAeBBcQLAN+j98fepizO9n4vQTffSws/jeT152Fv7mEVBq7RDze6LThBNS1o4dQ0iTN03l1VuLb6e4Rt/SHwLJ+44sfXbH/vcA333udDk7htsL3H7tgfYLC7ndcnVwM/A/4uuCSTyhGX54sEPbNy4j14+eOwxVQZ4DuOHxKsYwkXjf8kzjbdf9O29aiJrhh7Xb2814ubgYWh4/DiQd9o+ka0Lbbn7AVBeB0JBA2PL/M9wAOwjAv4LDt4JQN2ythr/Vr51ej+3l5AhvsLvo574eAXk4dHxAcSjn0DG9avp8ChhChseVUBJUMzgroSxl8IbDMhEITeDsHD/x5hBf+FBKolXw4niJ8TDdsvhNVpfsHcPmKj/vJwxyUD3B1a1ZtYdjcOaZywktl+t9IWAD6sY7gNPYHrxXmdj6/1/g8Kq03CUUl9WhVBGOvwuDQ8Y+xrnP/LT1AW65L4brBnzP95XmCEZ7r8pK1v3HxL6v/scJfSj3khXoXj9equq90FqxbrhG38u4ce4V/51ucxb+ahwv0v7EihkuQ/a6ZILNJwUF73ubp3qYF3oHb4rTz0wo9jly5beT+fHfY1Jk26nIurR/H1GffmxocfRJ0gXv6GRzVhf/rhahV45Y4fcfnFWMBnnTuLTHA+bYMq46uD79T46ugb/nDv1M+r+0b+ZCg9rJI7GcoXNtBKgsQQnAVt/FPBW+O1JrAx8ALQfwNv0OF/W98u+Lm+8OS5/319JzFswu2biT1u6+uAH/2dcOsmysls1FhEeG8Os/4fTPtUdteWtgBoRtDT8Y0GuIDu/ssedglvAXt53zXGR1zIOfD+9iupiumPwl0JXwS+pnkd+usEf5r/68OK77B9ne9OhM0vfDcS4qWXR3jRgbdHCAuK8HNcujdF3Uv8Wno/KeYsQV9983mywfG1qyi7rC3G9Gdot4t48c3QmoDEoXumaOWofZJz7+DDOAXqiQVWwIUbf4DPDrNrGObP/x0krBTOGhcSjFrC60YgmDPy/YlKwn6Ig4VaYTXNCeIbnCzRiWPxNvv+cyfquL3Q9I297yskVqs92LmBY1jhVAVumXMggL+anJdVbeDKkBpzKvBA8qwNw3sEI0EP/xseCB37PH7tYVnomnBj34ng+3jtYQvs+1cTCL5wTPUqd74tNoBBFXb0lajSOxI6LvzylLzBN/47JC7IUICXtgDwdsHHgFPhFTHhmuKXetjaVOEMv8o4xknnPd82ryfZxQkCF8aBx8y2tHCLsA5wgg8oi40QiOWN76l7s0bf899G/EwcxHcpq4lXhId1KL72tU64Jqxwx/ZM/E99IcGPfYJ4l+Cd7PtkgsHte/Pyu3+k5YArY2lxjX+2eA/bCPlPVU1yM9Qu1BUs/9QPJjVU9dAD2FJ/tlEEKi3fWww3qokqF1/VwmqwZIKjgY3ECXZaAeirgBdAXrj4PkVYQxg2Vk80Xr+QYHA6GOiZOS9DjwhC5T5b4oF8jgLOcZSsPvxNPdeG5wTCAvMwwWjNfysvLC50ab2wvycEgsWuk4zvd/lv2oLAN4Q3Yf1tpi9ZHOQyWittAVAB9MZ+pK1t4cNXsC4N/XgPglkuPx6240NrDW+n/uXsfI/QgSCYuQ03XRanY+pEGa0J1gqG1Ul+rA62xmwl6I77hjrcvfGzo76GbsfWyg9C+X03xXd1/PtArMvW3N2iBqv68ROGfgLQb73c2On5qx8vv5up07IMcQ7QLSHNW1k1q5s9Dl8CJjW0MmfQ+IMVOp8hmEf3KoHwZKMXCL4a+KrlJxkTLZ28hu4A8OvsuC7jGvgstpFK9ExWTXK123uhfBBUs/rKtx58LAeXxg2Gt5QNz134zswBgjgJ4ZFAeHLbC+TwpG/iPFV40VwLglgi/p/xk+u+/+YDhpdjR7AAM/L3yqWG0hYAZdgP1gL7kxwbCDsHwq69cPgwfHgMO0R4C1tj3iAwjwi6dIZjVPABFXHjQW9vZsNRBw8Mq3uS2TX6fH5WKtyFDKf7MaRvVd4g6NX7Z0PcGvc4dRT22lM1UFZjT/uIdsEgJn6I7yrs+W2q8uO59F33TD/YCS/y9T+hX+hbRfIGq1WSND9BHFYPNdx/VnZIXBvRUBVXMvyw/ixhtKYGRmb5jHMStnnCpg/uwrR+OHYsrcOY/vl9SCK80Mp0saKP25Etrm7ANQVAwSfWG4DSFgAnscPvRGOdXp3gmOtZH+5r/cW2PgB7j8C7RyDkTMk2vH686FUwbxGIfj8GDwdXBtvieZ2+H5d7Rvx9Eo2rw2P0qlie97mfCr5G4D8n3NCXEazDjEk6Av86wIEj0Lpt8Fg/IuiOlR0Jvb/ygb2y7o0mhTcx9b2x8OuHv0l4+Az1/6StkuQJ2UxuWn8XH/vEw+QLU8Y9ytwncrPRLgRqGtKYFQqtfgCEyzxxAU4j4uNbuWXjcBZh1ZHDgBVSwxr/EkKpNf5Q6gLgHOAat38stPV615hTkHKg2ursDmBHCid3wom9cHIoHDsGR71i13t+ORG6odf3h5Xp3lTEn0ti7B1nJJ6ov/eTwOdzkmbY1trbFVZC8xZQXgUtWkBVlRVeLVrAkbes/VkLJ0Qq20KHsvjh7asEA59PYieyQj+HqU67jjU7NCN1Dy1LNxNpEdIDp2r8wz2opbNvYvRX0we99yh2498L2w1JxN4PXyeo4HVxgenJEffRD7OOOrE7vN28Q30NzIKO61KeyyWqVb5hNvaIO15JwI/mCiYXgaksUcZVnOB/is1GvchJABhj2gP/hp1SEdZyfDPwn1jlzXbgJkkHjf2Cc7CD3veB2ySlrpFgJz4/Sd3FNmEHWInmYLGVptVwuDrQ7/p8uxLud9LN6p04YpcNtmgBJ0/CiROwdy+UHYHW5c4u+4Q9twdgp1NBeYnkZ5O82qgXtKmEmhoqqz4PVMXrHHcS7+O9ujx4hxZllq9jVYHeshyrqfIGRzUEjX+4vf8Q2BovqCpctmOQ1LVVJfC7x6/jYxOfLfowtTsBj6vWP0vbI8foP8TaV4f58o3/sD7XsnLjLxqZy+yQrPEHqKnHdGhnsrmNd7Ejs/ew9TyZlVUKfHFfapWOZvXHTAt+x2LXg1QwUwxMgSquZb+yjAjUiGgKjT/kPgKYAyyXNNZYB+IVwDeAFZLuM8Z8HRtYaBpwLdZcowdwOVZjennau7cl5r44zj2Db/C2Y1svPzfrtTbeHaBvcP1aLd8pL8f+OKeBZmXwoVPvhFcZVgLHugdWNl794nvhVQSqkGbYH9JbkITsjV/8qGFo101wd5UdVb9O0Ph3J7BG8UZCW6vgwIFAi+T5D5vyVWJVP96M8gOsQHjL36tzTG0Pdtn7ZC7iDU7wS3bUiQx4GPjYROuIrdg/fVhAXfmJ65gwHPq2hw3vwvaNz3JhH7sgTB9swrT+WL2N/yOzH+Rf/+X77Hw3c/v8xsLrHTvUnykEY0wwCgjPAbwDO+fkyMzYz8O09P2xUsIB8ij0PwSex9qX+Ml4/09WpbrozECDQ0IaYyqx3sW7KXQTY8xm4CpJ7xhjugD/I+mjxphH3f7ixHypnjFgwACtXbu2Qfw1JnJpNGuAqfSgdtef7Krn6Uky+aH+OwTz3RC/gHkXwTTGwqV85deTmYuNobu8+XWM+Ke7Yc9e7v7hl3iG9+t4f8wUhQwhWmjhU+jwp9ny/0ifNUx5fWDe7lcHM2Q1TEMMcAWwup4L8o90ZX6luZoX89BTTvqMDwk6W6uw/80RgoVfYS2CH4j5qcJqAsOGtmDml95IKANkFBISSQ0irPv0NcC/Y7XS/4btl7ybkO+g2y4DPhVKXwEMSHLfO4C1wNquXbuqKQCr/soL1cGpEB10VB/WS5smPSxAfUHHh99vr3thvxa3vyG//OURgPqFnrVi5YNavuR+9evZcH6njXkwL7yP4rp6y6E6S95m8I16yyNnit3nyXq+68N13q8g9Tnf7xd+1ilJH0jaJWmlpOckPSHpN5LWO9ooaa1L83nWJpzfJultSftS86n1m/LOf55prTJpxzPJlPRCGICVo5e74znAv5BaADxHXQFwWbpnXNb/srgKUwbS0bR1qijIayXOB1wZ1fh7zl4TnJu5vM4z+3VBFfnmb5/sz3jKHZ8KnTtVN7vW5r9BAPTIuFuz4329pPmSZkua5mhRYXhbwaP2W72dvEzy85xLxMzs77V6QGHq8+l9hSnLvP9Def8OjU4ZCYBc5gB2ADsk+fX5S7D6/j3GmC4KVEB7Q/nDa/4uIPDfmRwngb9ih2WXft86C77qRfi3oYEPHK+jBzuEu5DApL5EzMYkceOob7Hk599unAc6/XBMzTM1pGb43IhYhDCPV1Mq4ZLgrwRGVDsJljn4xTthl0pef+pdEnwSq8pKtmgpw9gF2eIrT/y4/kzvEsR8PoA11vL8e4vcAuAlnmLYOXektOlXPiZi9Qe7wleKW+lbH+4skObV5Gg5Ju3HmHPzw0yEhgsASbuNMX8xxnxU0mastvGPjm4F7nPbZ9wlPwPuMsY8gZ38PaQ0+n/A6uE+4qj8GL8+CmP7XQyXhvK0ou5injwvkskVjT6x+ldiJpqrhic4T9u+l8E04+WGrrxaTGCNFTZiCTvo8u4Swk5RjxD4tEv2fVKwM+/xm5i/4EleeSm+QaxpD29lFKUNNqw9Tt8BaYKct3eUuIr5XWwX5fzMnpMtttWfJXeYPkCzeht/6UmMCbxZvlYgK6BU9zTYbivA0vFX0bXfQPp/9f4k10eNfz6RqxXQ/wH+w1kAvQlMxPbvnjTG3I4Nt3mjy/tzrAnoVqwZ6MSsnnRxOQf2AfPnwrzv5Mj2GY5QL+vKF76N3vnnmJBc8v0FSRr/CyBTL5beVYFfTnHsBBw+AkeOOAsq75QFoK1d03DymBUG29vChWWBNZZff1cOvJHcoc4dEwNb/3DjkWnjD6Rv/D1OY63K/Nq+8wkmDVunviwXdPU77xB0Yv4IHAbzt3lqfDdupFdvZ4r6V6BjigY41Pjb48bttCi0P/on/8OKTjvjwoHWya/DWDuUUsUlwGvFZqJeNNgKqDEw4OIBWvvjtdAJ9NG/oT07eJJ2jFAWf38jIJ8/S16+hxsBpOKruucN7PzTfzfo1kn5O401A/A+XfxCbB8OoQrbiIaDnoTNak8CO1/FTIy3Uz+uPbQ0nRvEZ8a8p0BjNICj+DTL9Muim94CaNZNmGmBsFVtM8xDufvniCvzD8G0Tv+u42jGE5yOWw+S9TN3KTDTPodg7cRfCNYA7SSwEvLxA8IuTnzYjnIwDxT/+zQAGVkBlbYAOK+X1k5fBidOYr76sVi6NgvWHICqtq4XWRY0ON5WvoqcHWRlilIRAM+b9nyZQw028cwEkqyJnfeg4YOu+rUTiWGET5LxiuFU5Tjp+qv49ao1bDn4XtZlXdOlHW+9cyjgHQKfMml8y5RCo3wmQG8LyuHGi2DJ0cnAj9Lnl7jkE93471/8lk8NGsSet/8cOze7K0x9S3xz1FRmPvdAym+kAYdhRNtgjgoCZ3I+RgDYNmODczdc1sJ6DOAItC23Cz5btIW2LTB/6FHnGU0AZ4AAqOymtWO+A1U1mAeuiKVr8k/hSDlUlVsVQ1Vb606hdQsoL7NRo9u2hqqyQNUA+XVdEEKpCID3zd9wThYBSRqCQtaXxmx0tV7BpG85gTfQfkANmIsjAZAfvE/qYAl1y/j0KdGseW5lL76B9SDkP244MFM5NHcrNk95p4w+KIV34dICulbDxd2hshzzTCmrmlIiIwFQ2r6ABFRVxRr/Q/SmHX+EbW9BTRXsPGyl9R6gvJP9ftWdbVqnDvDWSeu+4Vil9anT9ggcawHVVdb1ghcIfyVwJ/sW8Aocvus2vvfhj/l3Aj9lvYBNl94M6//DJvyF+PjE+cBvd9reB/bd6eC6014TkmZUU9GmLxwtvRWv2WLNyjv55LAfIYmHfjCPu2utL5/wJPDUSRfxwPw/p7tNelya+lRT7P1nYzHUmWA9VMGhchvjtid2tbw3AEjB65dv/zumjLuEIYPHcvXQGznvEx+rk2fqpRfxwB9Sf/u7+Vfm3PYdeO4V58uxHCor4cB26FQN3WugqgN0KrPWhGG3YFXYH70zgbromeTlO2/RT7ljws2ZlkRJorRHAB/ppN/vTx2PTYuetSOAyjIodxOOHdraEUB5GZzTFj48ACddI3oOfNW0rBPpaMsLovv/gms6vMGK1b14cQVcWZvZz5QXU72E+zUYd9+HeegfU57u1ao3b3yYPgZAfe/TFEcA6xY9Rv8Jt8elafg62OO9wjqBW1kNhw9g/tA48VvzjXzXxaaKVcDQnk8DnaC6Bqoq4chhWPM8HDkJgwcC1fDxTtZ20ZuUHyNpx6CJlukZMAKoqEDvnoc5tTv5+ZMHgzmATq7h/0h1fJ5WVXF63pq4ky2BuzkJLPkeTP3XXry+HTr18ueON4jt6TPX8Z1vFtiXejL0G0gFdtAdD/su9TX+0GQre1okNv4A/KAflPezwzsfXvAA1oppWOPy57Fw7R5uGVB30lsS3/zh95k5+R/Sfp8z8ds1BFcC/Olz9uBPdc/rpduBwbDmCDzXFs7vDpUtrPfg6mrriLF1OVR3sn65zmRkslqsWHTZZR+T9H7y1X6DrpK0XdImSVsk7ZG0X9JhSccdZbKq7xtaPDOU4ZR0aL0EvTNedZhJvkypL0gz7knKe71Y9GycK4WAKuKOJw24RIDKGsBfIVHfs6dNuzZv5ZwtH9OXfLfBz1q1dqEATbntseD5zyysU3/qK4N1H2zX4vVr1Hf4ecG9F30tr/XvbCBxk6PLJW6WuEfiGxK3S9zlyKfdk9W9O7cq/vs5KqwriMagyy7rn/Kn0LTbs2tdPObem3Cvc7XuGXuqmp/anVNSBXemLeBRfdDicfkXALH3awjWb9IULg/d5wJ15iYNruddwjS6EHxliEZtBEqEj2KQF/wDsb9afflMjs87LWmVK9vFktYkKefKVuHv8lrK7yAdd9uGCz61+q7EdyWudfRpJwyukrhC4gaXdoXEVUX/Xg2kjARAIxlKNhRphrSdUnlZT4/3X305OGh+L1DGRz9uD3eyzO40g/eTLD+pvdTOD0mvsez11zi/U50sxUXfFvzfqfNjh8O63cIXhozlS5MmUE3vlJfNmxGsFl5aUAazw7CRVzCqz6cBCjr30BCk4icx3f9omWKTBJdegCQmPvFYTjymgq/Zr5B+gbDPl2vJf+pvl3HtaOuv+pXfH+Gqi2+ro6467Ny9G2Mw5pLUK4ZNS7etu0o4U5gP/xHDP2L4BbGZ31a9sKZgR7DL5qwxtUnwViqljj9dkyK9c8cGs1pwlLgASIPK+kLWHUuaunbpr2L7/a7px7q171DhXAAM7PrZUE778/XqEuiPh332IhY+BK//YAC8N5MrH0r3/Ivq4a8AWPEK214OBGNlC6jqdIS2bU8y5tJRKS+7Y0Yj+SjKEit/vprnNtrv1VD9dt+OhZ2LSdm4t7kEyMxtQfgeHzMG/rADYwyPj0syd1EgjE3Gl9tW5HjvY8d28f6KFwHYt3U7HWvqcbLfHA5pf45PDQzn0mLIUBjeCa5sC0P6waXdoWNbaFMOHetG1jMm9ZqAVOtv9qS2Yyk6SnsS+MSfCSI0xOPwwpVUfmkBgV+CA9j+uV/54SOphB1+t2Vt6GO8+sK3+Ld+o7m3A3TuBuPGfj52rnu3+9n65td4452gF9a6cic/fAwe/8NxqK0vHOGfM37NhiMcF3MVHC5nWN+h8Ft7tkX5CcZ/5fN0rSzn7Td22ugNueKPC6B3X6zfhCuxM6g+dKb/BU7A6begWTX2G/QjtS24X3aZXGDnig37ChPkxAuklKEUj76W9Hy6e2WCsdffyZJn0i+mqg+SsxYacBhq9sB/9WBJMr7ctq5RQXZ49Q/WjNeYPlhfF5DWVcIpaJcHnz97AL19F6arDTFa0QbeP5qQqcVSKO8OLY5BTTmUH4ADJ2DnATjSC0q48c4HStsM9MIqrZ30KOabN9U5twOontQfDnwAW/fAkf1wpB10OGFt/P2ijupq6O4sgzrBLVP+m0Vxd/oax49+j7Jz8mlF0YzAu1kPSBbarx5o/k1wfqcgPGU51swV7PqAshZwfmdr/lpWDoe3wtLucNvo2Hsc2iwqe7ob/gnMR1M74irH/uiTBvRm/tqwtVB/IBQq8JlbYehg2HUANu2EbQfg2El49Q1oWwVvHYMTx9zKy71QfT6UlVneO7WFFi40ZudyGDgKKjvDgV7wL3diXvhp0Dg5bHroVi6r/THvqfHMbdM95z2Jc+p1rCbu+Pp05t1nfVY9/+uljLh6dOze63Scfm51YuKzFp4StzQ3bJd45mdzuPv6v4/xaoxh00FxfvuXaWeuYELtoyyccwfGGKatfJZZw66r/8WbECqpG4U7W/SFOhHwwgii0rYgcG3rlrT/9VVMxyZr538GrAQ2RmvbXIU5+j91zj1F8mFrffgmEO9K7mFO6ysYSsWMrjfwRzQA26H2ZuodsKaKHbBj26qWUNMJRvSC7t1tLOODd0DvvhhjGEUPlineBi6T99MpYdKsxNTcO6H7+cBBqOkAPXtZRt89Bkc+sMLqdefnsm0H2/BXd7LxlY8dgU8Nxvb4W8CbuzAX/322BZQ1EoWKT0uFZsbkrPdualAXMNm4BS8Spgy5gLkvZbbYsRKY3BVmvW2PJwy4jkVrn43Lo2cutx0qsItG3zpiPQscPgJLX8H8JD/+kIrQtpwhAqD9uZh36+oDd5Ohji8BXwHmhhNaPcnpD24sIQEAWrQcxq9xR16FVUV8f8g7398JVMPpY9Dse4DVI08a812mLvl63H0vaTuIDUd/l2KtQGqMHnIVS1/6HwCmAGOAYddfBDWHYY53KtcWK7GOOb7aOt66O973YCfX/PvYGXRjPpfyuaOwUYQKgYaOAAqBmo6f5q19v4pLCzcaffv0Z8PGphOvtylBWoOtmweJHwUcgL+8jOna+GE084SMBEBpTwJ3AX40OumphvqI/EJoXxK199+YztaoQVg8ObfrzYTPEAQx9VHuwwtSemGjqwwFbgGugWbBpPgbQJ9P1p303XDUxu7JVqfrG3+wwvMawDzzZ8xD+zHmSkf9MeZzGHOz468TMMJddRjbH7vFpQ1zeVLNCwTwzZ60nymh9PzE6k7ugjoZpPdD+4rbxucTYxfdk7H1jyS27/1lkNC+os79B93YmTkvPJvscsaOuwqAYcMvyeg9SgHpRu4Trr+r0fiwWI7tZmwAXsR2Wty/9jefTXnVmYKSHgEYY+plTlOxbUtbt+2AbR28p0rv5rVtBfQ7yfOtj/MZrgV+AfRm7IyNPPktGjwCGAy8jDUBewuYPhy+80LWt6n7XrqBYI6+ClspE91stsAKgnLspOw/AcF7JH7bxPfr1+oiXv0w/5PV0k1YAfCG2/Yi8P8cTMjDNoz5//L+/EwgfQM+XAOtyh1PLbARa45hzMNF4SlCfjG4z7msfv2vXGBMzJ8XwMA2F/HKUVvvpU9j6+gRYj3/2Cj1BMZEI4DSRvdmQSCPE9gR3E6CTmcVMLCZbYNalXMxYBt/gD+ybfuBnEYAflWBt3/JvvGPt3aQxO5p3yDoifjIK+FFB2/hK6oxX8aYWzAmIfIXxFX61/8aCITlj28CaEDjn960NRA4b2FHJ5XYRvV1R1uxgQNecceZLaS4b+rtLJtxLdP75NO0dg20qoT/94b1F89z2HLem/6yRN4esqq6dW879VzHijqCd/TkO5Nem67ztUlPx+Wrr6M2be7yTNhNiVxNPfOF8Ogn07UWqfDyxv2YhMYfiDX+FuXYjso24kfZPqxdPEaMrPstH3mhrnouGY8VbVKvxSkaMlktViwiw1VvU0EagzTVbSchzUZ6Buk3SJuRdiHpAqkrgv7u2k+r87gdjbYCtG8WeaUKy69aSmon6VxJ57miaSaptzSzsPw3nlQeAAAgAElEQVRumOzL6VYNbv+oFkyTJvV8WN35dL3XDgVJl0vq76i3pB7unc5z2ysKXuapyxfpbaT1LaWjSJtbSm9XSBszuTZ1XUmsS5I0c/6DArRm47q09+nVJ1jFvWrfa8G5ji1z4imidOV2Rahu9nD/3bnuH2tWdP5yoKbvCiJ/H/lme8uDSCBcA9Z9/B6NnR/7Zxv1Aw0c+aTd75nomgJN5FxJN7gK6YvDV8zzYrRmeH54Gdzx3HrzzBi/TtufkyZ1W6gyeqTMt0P7BWgxOMHVOyQILnDvdK57n+uK9oNYPq5z+/c4Hi+QVH9ZRJQ7DUz5XSRptfqBpF/F0qsb/J2VdD+WNhdpEdISpOeQJiONd9sZde9X1TW1UCgxIRwJgNiHmY70uCMQ3Cva36nqmdK6oP0vzofqeGu9FVi6JKFoKmL7hefxBs2evkeJSJV/0izr8GzqkHtC/DZL+ZkTr69u1UzzpntHfBV5fA9ESHCFny89KtsTvErSDRrh87ev6xAw2bt374O2H30y7lxZ+3Cedpoy98GEb1q3PCVpxOyHU9SBFGXevmVKvvJFFSDtu06TCl7XGp9UDxWbvxwoEgCxjzygmTQI6Xo0LeHchgwatcKQb9wy9Trav24RPZQ6f2Ueee3M7dK+UEG9Xbes+va5WYBOvx00Zsk/azureqlFGtQ4Zb36mcfqpMULgOviePR5Bo6vOzqLqLDUGaS1P015Xm6EmS/SEqx6eC3SeqRZWFXySKQB+X23eUuebsyyjARA7COHaGosvZmgQtNXFksANOA9jiYUUdfUeec0vzWrOYfU1FJrnpC0WXFIzFeZRJCpOdKlSOPcD0VdKnaZArLqtqBcc/V+Weq0IQ/3mFcC75GKVr2wOu54ymSv6pMGDqnQgrmrk16nROpY/HfJgc4+AZCIWPoYpNucZAfBdwUXCSr0yLYmJAA2NpNOYSe1n0jdgFaCNEO6r/ldqsr5uZfo0MY6RZsZv2Fqj9TNURsnHFJ+x+AHHTsczZh6SUG/T4zHNnXrU2JeMzLgJRVP6cpo97518XUzSb5h1/dIe//6eDxTaGLXQBjnXo9D9x2Z3PjA14N0186bG/Titxy0ZT9z9rqc+CkQnX0CIBVpGtIM7FxAczR6wGuqGvCooH/WjVqpUFmaytqPdtI2acWghRqYZsI2M7qobuufpKyWP7Ewvsyluj0qkHoiDcGOCFKMYBbMvrno5RtRRE2czoR4AHnCy9gFfy8C1efRoXtfDqxdA9xYXL5ywPHxqc/d1vU70BmGfXks07vd0aD7B45wz88o/2fG3RJ3bIyBjthg4IOAPu7EQeAl4OfA28nv9e9PvVInzS7ZLz6mzb3Hd06yRveRtyZJzczrZfXUe+l32511nj1q2g0N4uVMh5K4k9bB1xr87VI/J9ZZZdz465DE7NkP18lTk9en5hHF7uU3xggAgh7ochDcKjv5Gt+7bch9Z3QpnpRPZUq3bpK1SNE+6dCkVTk9o6zNTbGySVdWa557rU6aUtDi0H6xyi6nuiQJF3ktk3rTa3ooelXzlpoy/dsJ97L7y9cfFqDtuw4nvc+4qXeqdlpgOlvdsYeW7tqSJG9mhgX1vmeac5sKWL7VoOlDLo9LW9HNqoOmjukhTb9A0qai1oEttTdklO/0jCAaXz7VWBlQpAJKrMwCTQDB7YLLRfvlOQuABeOLVwnDNJBgsZBCE9va17D3iiu7JMimzMMUPr+6BMotoogaQp1LgId6qPAqIGPMPcaYjcaY140xi40xrY0xFxljfmeM2WKM+U/jYrgZY1q5463u/IW5PDtrXh29MeBplq39N6bO/i01n6zJ+b5f/EnOt8gLBnYZERxcHTpRv7+1tKgooJbwihTpS+fasH+uEwBtLA+PPLepYLwkxeQHYerqOF5CnZPk6BmodHzeFTqe/ppQ/jDGzbgnY1bfy+D+TQ2jZ8Q7hps6K3B3MmlQy8ZmJw57ivr0PCKH3nk1NuxVuTt+ErjNbce5tB8Bk93+FOBHbn8c8J+NOQII6B6teVuaNFOaOCv7Xm0p0rpZT2v1bakXGuV2/5Za/Fz8/XYnWQcQ0ZlLc0DFVrlElDUVVgWEFQB/wbpbawEsw/r6/SvQwuX5W+B5t/888Lduv4XLZxpfANysR5ZI9z1Rp50s9gdrMEmSZjwZf5zH9xrc8WZtWBvcb1j7wlnpnD4V6L8976t3Nd1vE1F+aeigXK3aGp/yuSgzCyqsCkjSTuD7WFuOd4BDwO+BdyV5N3o7sIICAoGBO3+IJCYQxpg7jDFrjTFrG8pbeqzkK1+Yww++v5iVfy3MExobPcxH4FuFsWjqRQ9an/iAvWv28sWJ3+fVH2ygV3Wm3vjbUZ8H0UQ0a14Z2/fuq684v/iBehRSAYXTpPqDFiZeG75HU0W/+rMUBC/+NvvwqsVGrmEtC4kGCwBjTAfgeuwffj5wDnBtkqy+tif7i+v8CZLmSRog58u6e/t4M7faSQuT8jOwW6axO3fDhxsYNvrzXNexPS//bFH9l5Q4tlLX5A1sA5prdKu2nOTRb89iWK9OfKnqk/Tr15ddSdzkJschkgddaYaNNZxP986FRbIg8LZ8K1NdkvLaUok8lwteLcA9p/WEgWnO737pXCt0tz2M9FgBOGgg2rQrNgcNRw4qoBuBx0LHtwA/pERVQAZC7pPbieaPClAvd74pq4ASKZnqp6FWCwuGLJTW2/sdevx9SdK62dvjn3dbXR9LAbUTJK687C/4tsh5kVrp0aF9DfdVs3j9mqLzH9EZQwWfA7gc2IiNJWGAHwP/BxuvPTwJPMXtf4X4SeAnM3hGAQuofh/rTZucs7mONyU5Z13artqc3N48GT01dZUUcgnRIF5i+w8Kvia4oATKKTvyWCOJjudpi6TO465VxSRrF26GB7ESJsxcqAkPfdceh9aLmJ7Xas7K7QK0KVSWQbn20KhZqwTnxtJXfBCU+5ZTO2LXdB+emT16Q2hFI5Rn95FXqGaAXdtgWqXviHVuHpR/Q91D50ob1gaT4d4f0sTmxa+XSajw6wCAf8aG03kdWAS0AroBa7Dhn54CWrm8rd3xVne+W6EFQEXe3QmXLinheFTtT1U6Qu4SwU2yo4FbBY/K+mMqFf4iSkYaU3weImowFX4dgKRvSeol6eOSJkj6UNKbkj4pqbukGyV96PJ+4I67u/Nv5vLsTPB+huHPy+rP0uRwpOYkcJxCBvubvV4Z5jyA1QBeDK1GueNjWP4agI7toDkwvj/U3gOz7rfbMbfDQ4/C3EfhhYVw6blwaj/s2g8z74L5a2DWgw17Zo4IdWpSTgIvGH9TymuLAfNfRXksu1euAiDR/cfgjqCj3y0GSzlh9uQSniPIZQRQaKIRJGVn0Kgsr5macDwNtKX4Ej9GBTc762bVHBvSDNctXSTb60dws+BOwQ2CJwWv6T5ssJFil1dEZxZZbBegHZvPS6tWOoPpzHcGp10gJTM8qovB2J5+JUGfeDR20ezULJ/7QMLxLKBHQtokYBUwKst754Iy7Jc/VOgHvfkrAPrWa83SFjqOAm6FPlcCJ6jocjdldAbKuA24l9RjFM2336uxUKyedj6QjV2RRhaMjZKAtc66EIALPrr7jLC6KhSatAAw54Mxv8go78vAEGA18N6loMnwNWAX0KeVzZMvVVANMA8Yil0d11jNygkClxeNiXWxhtOadfrexeCRI+DAG9D8KXjjEcq67eL9Xjs50b4cWMqtQC9Irah7FB4tOPcBUjUUFZf2rlc4hFU8ADOfeTKWHr9dnfY+tYu+ljG/cc932wmXJlcjhWF+3qBHREhAtaPuxWYkFxRbzdPYKqDjY5ANVC5pG1oHUp6Cq4dJISrEezQNulPwsNveLHhQNH9S1YOe1qGzc1heErQwtJ8Y2es9yEhlsqzAPOYnml1+KVFVPCxhW2J05ngDlaSJY6wt+bSQOd3YFAFFJOn0qa+ptvYqLZ1/b9504vOWbC/2R82Ipj2U2lXDiEUPxh0n0+NPfGZ5rBwzeV5tyDzPWvzcI7hOFYN+pZrhW0S3BwXniTaPquzqp2N59ZtPqxb0FKg2/P1Ao0ETsY3V6BIo02zJl93QkDvgiJoOSd9I2270IvncYRiAaor3DmeOAIio9Glot/Dx7Sny9dCEcY8Ff8iSm/2fokmgmS6f9KwmYN1F+/PFfb92Geetnflw7OfvPKSwoSzzSRpSfB7OBLLYEvvuC2NpkrTH1ovG4eXMFQB+hr++D1HsynCmkSQtXPlsknO3x+WRJAa8Jminp3Yp7luEMaNjhR4BqasNlrEGu63A9v5Hgw3nWQLvHlHj0ogS4CEZpWu8Z898sE7ajvGPSpKqQDpqHTamXjWfV2r6AuCyyy4rSOFMGfK1gtw3omaqHPl+WuHb7yXb+I99qX4BvRzb+DdyJKWi0qZJSFOLz0exaYrbhuvSxJG3Fp2vJkRNXwBk+9KP1DasgmhuNFpoKNVp7JvX7QXFU2/ZSeFL3HFL2Yni+HzFWupfbNrQHK3pVnw+AA0tAR5SUWREUC+dfQKgISRaSpJmFP+DNUlK19uPUZ/VQtJ0JccaSX2PRj90RBHlkc78hWBhhIRGnXQAmid3PXzCuSNYWTDOzmyEbeclsXhRvPvuUQDVfekMzCRwUd3yn/dizP/lc+9CJ6D1OY3IdI6ozxd+snrYEPj7JNbt6o5BnglDzgNg99oSco8coemg2L384o8ArsisF9vESFpXdB5iNE5aIOlQihGAJM05A7/B2UgLQALtBy1uhOfVNsIzmihFKqBM6UwUAMWilGX53GFNOyjdF2r0x52y2xErS7P85zn//DO3bQ/Smyf3MGsurZAkTRzzbZ1277d73x5Nf+axor/H2Uv9449H7qmbZ9CDYkCqeatbZV2WX5IHXhqdIgHQGFTqFiq+QU7aME9LZa8fUBmoH3bRi18Yk893Tsbflg9WNU75tMnixx50bt209ucFk5GTr9MGScu0ybb+B/drztwnY8LOvuP7sXf1uO+luhPgqWjC/Ic1dta3tXxfaQrMVLTa1aFc7zMltD90cqmXwUUKBNBNmvFBo/MbCYCI4ql7aH8E1tZ+BtYuuZEWp0R0FpKwLlfS5pnaso46J2yFNAKkuaH8kvq1yeT55wrukSStTtIJGjXoaY2utSO9qhgvkjYHQvo9d13VdOm+9Vk05DOLKqTObgGw1H/MJYWLmHQ2UT/QYOwS+GTConObazVhzIMaPeCuOucK7p66wPTIwVQ/cjvNe+lXReev1EltrBBIl8fXrXCad7UgSZs+uCp0zrp4rqB/xh2XoZM3xRp0f0+/n5TnNOeaCJ3dAkBK7Wt+A2jDtKJ/oKLSctCaNmhpK3RoOHpvCFJHtKUNmo0dGXTvWHw+z0Qqa5O8gZGkiiFBlLT3QnlW71uuibWf1syXvht3be3kW4v+PvXRIdAqrDox2Xn7uysWZ2NN+yR5Xvqulo8MVHaTulylCbedVyc2R64kSab5tzPKu2NyErWgo02bJS5dIzhPNRTFH9TZLgBSB+eWXpMk7Z5f/J8jV6ocdFWDK/r02mTxgpOTHwEMw/bU+pG8Zz9t0OVFL5OImhZpKtLk0PH4+q9Z7rYLMri/cWt9xj4jQW/RNfAEMHO6ja8cxqhJ67T9oDRq+J0yPdM33h7FLsMkdHYKgMRhZCqqyaRi7kMmi2c/MqjoH70O+V5kYiXtC5o+AGkQ0kNIv0F63NEzSNPsaECT67oMjpXPxtTPrebMmVcIl12uP/vpzfmb4K4K8VN1/bX15k8msKWnU7/3rnh1Xi4TuaOJn8QN+/rx/9gqbLS9HVn8R17Vm8tIoMaV433uPlu6Il1tR8KjabL1+OwUAPlyIqUZuf/spUKV2OH3aKxedSpoLNb7ZkMr9xR3j5TlF0PqBiai0qaaPN4rJqhAWwbFdyqqKL413YIn4v/10WPuEaANc60ZbzYdwRKhs1MARJQ9rR7jinwz0q6EzzDTjhCWdaxfWEyf9mDsR5nZBVm7i4Wa3id5XFZJWjy3rg22JI0YENjbj5j53by/cyYeZSPKjEZgVYMVxAuNekfjbS4QoPtA6oNtjkITxutoHH9E2ixNHS8tmCktmPzTpHkGum0NaFrXQKDNmJ65GW8j09khAKTMJmyyrhQfXJFZviQNW5hKIej54OZoHLbHvwy0prkdOq9phTTeFffR5AEucqF1tcV9b+m1opf9mUipJnPrlD/W1Nj7wU8k4/IsoGGrhuv795LRjDTXLJ6/POW5Bdh/ZmYfpOv9CHdT0b9FGjo7BEAm9Ahoi6tkj2B7LKl6s5I0dsB18oAbQvtF/6gJVNcKod+iLYJrNbR2tRbss3wvLxDvYZ3y0pn3SpLGhSw4uoO0a5W0ebnGdeud9B79Lq27GGvh+HDezBZrhb9PeH/HysxX4q6bFH+8eACSjudcTtK6vAvXYpIkyQn3KmwYyS3Yf6sWtL05UsjKrnvWzyhd0+1hrdD+q20ZDGyDZj++sOg8paCzTwA01N68itQ9kO4971WAaxsrmEOj0qSOaFyCyedAkLRDT3VFWlRXR7tlvDUVfapLfLreRosbYD56H0h6Wr1A2vWgqlsF50Y1RzvqsQypokc8H7JD+WzcShcytmsuAqASNB0kPRlnLZMPSuzYpOvoLJ+JNNf1gC+1vfdD2IWEFdh/aAdoahs0oYBlWSzaMiZcTvdrzqXF5ykNnX0CoBDUGdfjefxXWpNwriH6ycFum05Y+SF2uokxSRqxUQ3G4g9Wa8OSx7Q7lpJeXTK9Z/r32jC9paR7pCUJfM5Kxvv2pO+jnkH5JKPFkz+dURnrJduDHAha0SoINTkKqwobhh0FTsA2Xoux+ubF2EZNw7FWUULqivSC2z+KNBKpPZqDnUyvcd/Uz31UY9UegNQT6VS4SvewVBsIG/+tx7ZK8z66zuaBmNvycQ2sz4l1cQKprXtmu/MjQNKtknprxexgncJikLRKE91+OHZzPwILnTOR9ETxeaiHIgGQLXUmmOzJhZYOssNhzb9Ej4SCe1Rje7qjsD9fGbYBqSFoCCqxk2f+Z6+p51kjJC2UtFjSuiwEAMMvF9ffK0CLH79Cm6S0z5rXJ/U5L8yqiTf1y4amEjRuGhn0IPuB9HZvbZreQ48kWSDUMKrfZBKQZqdIH2T5Hef4G+v2J7oy8C4N9ndDmoz0nBMEb1uBqGlIQ9BxbCM5xdWHsdj3no6dqznd3gomrQ//Fi3jf5P5SONsvpnY2Mqj3bYWG2ZTR13eg45i95GkZnJKwhBdIOkKSXdJshO1/lwtQcdkC05gdrVbXz4L05Rp37x8v6ZNc2pTLyDLI+VHAAALgL3A66G0KuCXwBa37eDSDfAQsBV4DegfuuZWl38LcGspCoBcaQS28s/GCoBwD0i6U1uwts4rsD3A0dgGpB+BnrQC2xCqo71+RxbPrxyAJnRB72mTpB2SVkkv3CRte1bzpt4undpv//mN98au6d7qPBlQ5z7tkgoAqX4dejprj84EzuTS3aM69O6pJs6T8ZeO+uKq0jZ7PK85WtDGNtZzCHwhLcU2lFtAGoB0NVKt7eVNcHk1l5heW+6acaQfBVb5+3nVyUuhcu2CtNHyNw/bMZiB7UkvBm3CqlcAu1Bqc5Jf5CB23UY3e7/dWMGxwfGo4VbI6CAJI5GWks5z++18l8BRM7e9x+W7yd5viT1/2o1UakEbatHxGel1/NWurMLfLlfXIFJmBhrFIAmN6lp8PsijABgK9CdeAHwP+Lrb/zowy+2PBH6BFQSDgN+FBMabbtvB7Xc40wQA2J6cQlSN09+CtNK92lzbQxuFFQLePh+scNgE0hjbcCkPq5VlC9OSm+hcMf6e+PQMyJAfr47paCxIelCqrYgd5/ru/j1rQE+BdJvtLc9weVYNQnrikpiqKBVNcN9zqvs++7H3qSa5s7Mp2Dwago53dMJgY7DwSPORFqHt2JWtm9x2Ka4Rb++eNd/VBZFUpZb0vX9Dxt83UYBLtofq19TsH4Mdxch69rS8XGJHMwnX9sUKhH7uvrND56pJPzpoCiRt0eA06roSovypgIALiRcAm4Eubr8LsNntPwp8PjEf8Hng0VB6XL5U9BEaYkFQerQ/VswOPW1PbTq2kaglUHkIpH2hvNNT33dDJhV2ZTOrRll0gbSonTS/tzStR6MG0sikEe+O7ZGPdbS4uU3PVOBI0gqsYE2XR5JW9bQN64aOdfXUaoNdHT0eqSOxSX8RCOleoB1dLG/pXBFUY0dwh9pj1SRdbW9+IvYZvlw8zyvcdqkj7+5AL9kR2zxcj34kaSeDO7u807CNeC12RNoL7OjmN64zss/Wy6fArgaPqYcqZAN1uuPpSNfb+uZ51mzLd6V7x0lYNWayeatRUK9wLSWS8r/upAhUUAHwbsL5g267DPhUKH0FMAD4B+CbofR/Av4hxbPuANY6KnYhNpi8GqMW16udHPrBsCqH2Y6mOwI3sTaJuCF/qmdMz8DaZlmtHWFkYr2klcnN73YPr5u2FNuo1HfPCVg1SRW2QQz3Nke7cvD66plYdcv2AXYLaGlzpNqgfMINvMafZ9UjXey1/XBrGyRJ99s8VyPN761KbO9Tjha4Mp/maB6udzvENbBDkIa70dhw21OfhhvhzcaqXbrZe+131y6jrvpqClbttxCr0jlEEDVLa929J9my2YIznX0iXrCcBmmM5XGYv15oSz3fv8aVZy933WCcEGpvnz3H17Uugdpp9wDL6/FBSM9dZY0gRto0P0k+DjcycTx7wZusUzEbO69W6u4Uthd5zUoBqCgC4DnqCoDLgK9RVwB8NYPnFrsQ80rrWtmfbwO21zUb+zPPI2jwHgFpnGsYbiOlYyxNtg1dsd8pnzTMlcNT2MYrXW++VKhzaLt/pN33fCeOXv1E/wzc5Ox4K6A2ufeehBWWh8Cqi2oDgbXMXTMVK3wlV0+wdWgm8Qu0RmMb5tPu+tMEqqVV2MZ8N1ao+bmQhaDjbZBaWYG2u6Pjs2vAhzxvY7AjiZfs9UPdd8M9J5X/qIgajZq+CqgECjGvNAfbwK/C/rBTsEJgDkGPbwtYNcQ42wutL5BGUyNvLlmT5NwkbK+8luzs988GGoZr+Gch6X47yHnINsbrsJPIC7GCQpcidUxosGdgzVmd0FBHJ2BmYSd4jxLT88dNGO/DWiE9gZ20PurO/8bex/O3u6N99ug8vW9EOVNBBcD9xE8Cf8/tjyJ+EniNS68C/oydAO7g9quasgAow+o/s7FoGEa8nfhAbE9pSiit1u1rADrdJ78CYMHweP5T5ZvUCj11ff7KaSKBCgds4+/TlhIF9k4kra+/TFN9v1XgVGAPx/T2GmJHGpqOtRpa6xrx2QQmqnKN+lGsP6iXsPMEhNKOYk1ZDzrBMAQ7IfwM0iInZMY5gdM8UI0VuzzPUsqbFdBi4B3gBLADuB04F6ve2eK2VS6vAR4BtgEbgAGh+3wRax66FZiYoeApdiHmlTTI/qDp8tT4vNsuiqWNI39eTiMqTarPcVpDvVF6TMXWP11N4AJ8M3axmp+bWhLad7SbFL/nRic4VhJbL6ExWNWle/Z7RCO5IlK0EKyYVEP8opdJ2F6Rt9xZk7CMvAo7IngEtLQNem+6/XnB/lT30bSG1/7HH43t7TcFXzh6vIjPVt1QmmEahXeshqQeaf3f93Xlfh+28xDDDNsjX07oN2vv9PzDrQ5/P7ZB1xPERiJ6AcnNb4hgfcIoAkMG/8190KBif8uIIgEQUQIt37gmL/eZiW0QNA077J+Jjk9GO24r/js2BjWGi+JsqQLb2D+FXVcwBaQPLrLqno1YgwL/azn9/SaCiduYuavzd6PhSKFOiveVFa3kbTIUCYCIciM/vzENG6f19HB0fHhmJqVnMg3E9ppLZUQ2BWvlsxyce+9NklZb/f5w7HaGHeGoi238/eLEVPfc0Lz47xVRThQJgIgiOhNpMMFaguVgTYLX4nz+PJr0mt04YTA8WHA2Mc98RVRSFAmAiCJqapRqdDURt5CtjdPZD8Fa32y+QNLT1tqnFdLV8detcE785Ly56qHiv2NEjUIZCQDjGtqShDGmdJmLECHPGIVdSenRF+gDtAUuBqa1B549F9bsB+Dxr8IwoMblvwRrehfGlplP0uObNxWS7Qilid9LGlBvrmL38qMRQESlSHroHo2m7mreZSDNuMpOqs441/rRGWDVMeF83vdNNua7y7DqnaEgtXfeTDti4+VOQjp4UcwFg6dcPWtGdMZSpAKK6Oyk6dT1yrofqze/j8CnzUxsAxs2awSrarkP5wdokM3rrWWG+XRy91SaSAuxZsKHwPo4AmmctepZ59+lS36f6akMu9Yg03i/YUoXuCiiolGkAopQfHQHvg+8DnwCOB/4CfBzd/5v3XYvdrl4n9D+l4B9wFvAbxytdPc84OhMwqGe0O5P8WkzgP+irmqnmJgOlGF5218LVSeAue7kH2FWH+seoJjoDOwpMg9FRkYqoEgANHEYrLjPFf4e7wMV2GXfD7i0tdjGuwVWH70P+DtsQ90JOIjVXf8H8FHgpTzxdDZgMPBysZkoAiYBR4BeWEHSEAzFdihGtoeh/eDCX0NtN3jozTwxGcKG3zzGxwd9MXZsjMn/Q/KLSAA0NSwA/je2x3cE+ErC+b7AbdgJwf+FbZh/4vKuB3YBhxuJ1wiZoTvW90kF1i/6i8Vl54xDX2wUqk9gOy3VXeCad7K7R2fsaHIyNpyhRzWwMy9cFgWRAIgQoTHRHfg4sBQYATyPtey5DfhX4NWicZY9ztaRyRmEpi8AOrc22vthsbmIEKF0UAYc17UY84uM8m/oBn0zUIlImzDmY7kxF0Jf7CgVAlVihEZFRgKgWWNw0lC0aF1sDiIUGtux8wUrsI1bRVG5SY3pxWbA4fgLAD9H19efV4KPbwwlVe4AAAkHSURBVBMaWX/efDb+YCetHyBq/EsdJS0Adh0qNgcRCo0LsRPZ12B1uO838vPLkqSNS5L2nUIzkgH6AluH2wnIrzwTpEugkaAXQM9dFEt/3gAYHvp54p0igNXxn+0oaRVQNAcQIULDcQiolJJarIzDBu14xR0PxprqHsNa5mzAWtmcqZPWfYHHgCOtYP6H8EQBniE9CdxYLIuhpq8CKi82AxEilDCm1XO+HYG54uiEc2OwE9SDgePYCd93saOw72LXYTwCzHP5/ToE3yMbmAPfHhqSh5s0EBuATwLXFKjxB3i/w03AsozzS409/i1xAXCs2AxEiFDCmJVF3qUJx+XAoOG24f+BS/u1245aCf+CNUP2i+36uu3dKe7fEE2CeSnrS5oUznkXjLku4/zGNP4MWKQCihChicJgV0vPByqxHaZR2JXT3uTUm6N6VND48ywRioKmbwYaCYAIERqGXtg1CecTv7gpwlmDpj8HECFCU8E84D23PwnbAIOdbH0KON4G1rS3q04bA28AS4D/Pe32RnpiaWKToy3AHOzEdoQA0QggQoQCoi/wGsB4MD8J0nthG+lSQb58SpUKhmEdBwJoBvB9ePGodSj4XwTWT2cwzjwVUBXWe+RzybNHiHDGogar248QIUOcOSqgGrc9QNT4Z4vMjdAilDKyafyjBU4RMkWTEABRz6fh+Cx2tesGrNphVHHZidAI2AlMIHCz4Wk1sBhYVTTOIthALI8xrbZEnJ4UO+pXFBEsojOZqnEhHscj/QbpIeu5YWIJ8AY22pjfrwE9AhoHqqBh0cEiCmj1bUV9fn5CQmLd1O8FXg+l3Y+dw3oNeBpoHzr3j1gX6JuBEaH0z7i0rcDXIwEQUUSlTxNBk0CjSR76sdRjEncHrSI+POgW0OwS4C2R+rnt0PzcL28CYCjQn3gBMBxo4fZnAbPcfm/gD0Ar4CKsu5HmjrYB3YCWLk/vSABEFFFEjU1nSQzjjARAvXMAkl4kIfyqpBcknXSHvwUucPvXA09I+lDSn7G9/U862irpTUnHse43MnBoGyFChGzRPeF4OdYYYEEReClFnGmxpHNBPiaBvwj46BTVwF9C53a4tFTpESJEyDO2Jhx/BmsM4CPahh257W4UjnJDL6yri2Khqn27Ij69sGiRy8XGmOnASWw8cLDrSRIhkgsapbjnHcAd7vAosB/4ay58NiI+QtPhFZoWv02JVyhhfsOLoM4LdkuW3yQL5hqV1wPv5hyYpBhlW5NJpgYLAGPMrdiOxTUKVpPtAP4mlO0CbKxy0qTHQdI8Ai+0GGPWZrKgoRTQlHiFpsVvU+IVIn4LiabEK5Q2vw1SARljPoN1R/53indi/TNgnDGmlTHmIqAHsAbb6ehhjLnIGNMS6yLlZ7mxHiFChAgRckG9IwBjzGLgKuAjxpgdwLewpp6tgF+6gBO/lXSnpI3GmCeBP2JVQ1+RdMrd5y6sZ9rmwAJJGwvwPhEiRIgQIUPUKwAkfT5J8mNp8n+HJCFUJf0caEh00nn1ZykZNCVeoWnx25R4hYjfQqIp8QolzG9JO4OLECFChAiFQ5PwBRQhQoQIEfKPkhUAxpjPGGM2G2O2GmO+XgL8/I0x5tfGmE3GmI3GmLtd+gxjzE5jzHpHI0PX/KPjf7MxZkQReN5ujNng+Frr0qqMMb80xmxx2w4u3RhjHnL8vmaM6d/IvH40VIbrjTGHjTF/Xyrla4xZYIzZa4x5PZSWdVkaY251+bc4S7rG5Pd+Y8wbjqenjTHtXfqFxphjoTL+Ueiay1wd2ureKZmpd6H4zfrbN0a7kYLX/wzxud0Ys96lF71s06KYzt7SuIBokOuIAvPUBejv9tsCf8K6vpgB/EOS/EndYjQyz9uBjySkfQ/niwn4OoEbj5HYBX0GGAT8rsjffzfWlrkkypfkLlGyKktsSIs33baD2+/QiPymcuFyYThfwn3WYMNwGPdO1zYiv1l9+8ZqN5LxmnB+NnBvqZRtOirVEUDJuY6Q9I6kdW7/CDbSXLrVzKncYhQb1wM/dvs/BkaH0hfK4rdAe2NMl2IwCFwDbJOUzhN4o5avkrhEIfuyHAH8UtIBSQeBX2IX6jYKv0rtwiUpHM+Vkn4j22ItJHjHgvObBkV1OZOOV9eLvwnreTslGrNs06FUBUBJu44wxlwI9AN+55LucsPqBV4NQGm8g4AXjDG/N3aFNUBnSe+AFWpAJ5deCvx6jCP+ByrV8s22LEuBZ4+wCxeAi4wxrxpjVhljhri0aiyPHsXgN5tvXwrlOwTYI2lLKK1Uy7ZkBUAqlxJFhzGmDTas6N9LOgz8ELgY+ATwDnb4B6XxDldI6g9cC3zFGJMuJnYp8IuxCwX/DhtLHUq7fFMhFW8lwbOp68LlHaCrpH7AVOCnxphKis9vtt++2PwCfJ74zkupli1QugIgnUuJosEYU4Zt/P9D0n8DSNoj6ZSk08B8AjVE0d9B0i633YuN2/BJYI9X7bjtXpe96Pw6XAusk7QHSrt8yb4si86zCVy4fMGpHnCqlP1u//dYPXpPx29YTdSo/Dbg2xe1fI0xLYAbgP/0aaVath6lKgBKznWE0+09BmyS9EAoPawn/xzgLQNSucVoLH7PMca09fvYCcDXHV/e+uRW4JkQv7c4C5ZBwCGv3mhkxPWgSrV8QzxkU5bPA8ONMR2cOmO4S2sUmBQuXIwxHY0xzd1+N2xZvul4PmKMGeTq/y2hd2wMfrP99sVuNz4NvCEpptop1bKNobFnnTMlrCXFn7ASc3oJ8PMp7BDtNWC9o5HAImzI3dewla1L6Jrpjv/NNPIMP9YS4g+ONvoyBM4FVgBb3LbKpRvgEcfvBmBAEcq4Auv9tV0orSTKFyuU3gFOYHtvtzekLLG6962OJjYyv1uxOnJff3/k8o5xdeQPwDrgutB9BmAb3m3Aw7jFo43Eb9bfvjHajWS8uvR/B+5MyFv0sk1H0UrgCBEiRDhLUaoqoAgRIkSIUGBEAiBChAgRzlJEAiBChAgRzlJEAiBChAgRzlJEAiBChAgRzlJEAiBChAgRzlJEAiBChAgRzlJEAiBChAgRzlL8/68ZrKnywkgkAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "imshow(imgR_np)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1200, 1920, 3)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "imgR_np.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "16.0\n",
      "16.0\n"
     ]
    }
   ],
   "source": [
    "scaleH = imgR_np.shape[0]/rsR.shape[1]\n",
    "print(scaleH)\n",
    "scaleW = imgR_np.shape[1]/rsR.shape[2]\n",
    "print(scaleW) #### same for W, H\n",
    "\n",
    "scale = (imgR_np.shape[0]/rsR.shape[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([75, 120])"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rsR.shape[1:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [],
   "source": [
    "def _upSample(I, scale, shape=None):\n",
    "    h, w = I.shape[:2]\n",
    "    return cv2.resize(I, (w * scale, h * scale), interpolation=cv2.INTER_LINEAR)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(75, 120, 3)\n"
     ]
    }
   ],
   "source": [
    "rsRnp = rsR.squeeze().numpy().transpose(1,2,0)\n",
    "print(rsRnp.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1200, 1920, 3)"
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "upR = _upSample(rsRnp,16)\n",
    "upR.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f8c727c4eb8>"
      ]
     },
     "execution_count": 94,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "imshow(upR)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([3, 75, 120])\n"
     ]
    }
   ],
   "source": [
    "rsimgR = resized_R(imgR_np,[75,120])\n",
    "print(rsimgR.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "npshow(rsimgR)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([1, 3, 75, 120])"
      ]
     },
     "execution_count": 108,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rsR.unsqueeze(0).shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([1, 75, 120, 3])"
      ]
     },
     "execution_count": 141,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rsR.permute(1,2,0).unsqueeze(0).shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([3, 1200, 1920])\n",
      "torch.Size([1, 3, 1200, 1920])\n"
     ]
    }
   ],
   "source": [
    "TorigR = image_to_tensor(origR)\n",
    "print(TorigR.shape)\n",
    "print(TorigR.unsqueeze(0).shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([1, 3, 1200, 1920])\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/dongjun/anaconda3/lib/python3.7/site-packages/torch/nn/functional.py:1890: UserWarning: nn.functional.upsample is deprecated. Use nn.functional.interpolate instead.\n",
      "  warnings.warn(\"nn.functional.upsample is deprecated. Use nn.functional.interpolate instead.\")\n",
      "/home/dongjun/anaconda3/lib/python3.7/site-packages/torch/nn/functional.py:1961: UserWarning: Default upsampling behavior when mode=bilinear is changed to align_corners=False since 0.4.0. Please specify align_corners=True if the old behavior is desired. See the documentation of nn.Upsample for details.\n",
      "  \"See the documentation of nn.Upsample for details.\".format(mode))\n"
     ]
    }
   ],
   "source": [
    "from guided_filter_pytorch.guided_filter import FastGuidedFilter\n",
    "##hr_y = FastGuidedFilter(r, eps)(lr_x, lr_y, hr_x) -> high resolution output = radius, epsilon, lowres input, ~\n",
    "hr_y = FastGuidedFilter(1, 1e-8)(rsR.unsqueeze(0), #low resolution input\n",
    "                                 rsS.unsqueeze(0),  #low resolution output\n",
    "                                 TorigR.unsqueeze(0)) #high resolution input\n",
    "print(hr_y.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f8c70488ba8>"
      ]
     },
     "execution_count": 152,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "imshow(hr_y.squeeze().numpy().transpose(1,2,0))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f8c703eb4e0>"
      ]
     },
     "execution_count": 153,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "imshow(origS)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#####working on https://github.com/tody411/GuidedFilter/blob/master/guided_filter/core/filters.py\n",
    "###### wait\n",
    "#class FastGuidedFilter:\n",
    "    ## Constructor.\n",
    "    #  @param I Input guidance image. Color or gray.\n",
    "    #  @param radius Radius of Guided Filter.\n",
    "    #  @param epsilon Regularization term of Guided Filter.\n",
    "    #  @param scale Down sampled scale.\n",
    "    def __init__(self, I, radius=5, epsilon=0.4, scale=4):\n",
    "        I_32F = to32F(I)\n",
    "        self._I = I_32F\n",
    "        h, w = I.shape[:2]\n",
    "\n",
    "        I_sub = _downSample(I_32F, scale)\n",
    "\n",
    "        self._I_sub = I_sub\n",
    "        radius = int(radius / scale)\n",
    "\n",
    "        if _isGray(I):\n",
    "            self._guided_filter = GuidedFilterGray(I_sub, radius, epsilon)\n",
    "        else:\n",
    "            self._guided_filter = GuidedFilterColor(I_sub, radius, epsilon)\n",
    "\n",
    "    ## Apply filter for the input image.\n",
    "    #  @param p Input image for the filtering.\n",
    "    def filter(self, p):\n",
    "        p_32F = to32F(p)\n",
    "        shape_original = p.shape[:2]\n",
    "\n",
    "        p_sub = _downSample(p_32F, shape=self._I_sub.shape[:2])\n",
    "\n",
    "        if _isGray(p_sub):\n",
    "            return self._filterGray(p_sub, shape_original)\n",
    "\n",
    "        cs = p.shape[2]\n",
    "        q = np.array(p_32F)\n",
    "\n",
    "        for ci in range(cs):\n",
    "            q[:, :, ci] = self._filterGray(p_sub[:, :, ci], shape_original)\n",
    "        return q\n",
    "\n",
    "    def _filterGray(self, p_sub, shape_original):\n",
    "        ab_sub = self._guided_filter._computeCoefficients(p_sub)\n",
    "        ab = [_upSample(abi, shape=shape_original) for abi in ab_sub]\n",
    "        return self._guided_filter._computeOutput(ab, self._I)\n",
    "\n",
    "\n",
    "## Guide filter.\n",
    "class GuidedFilter:\n",
    "    ## Constructor.\n",
    "    #  @param I Input guidance image. Color or gray.\n",
    "    #  @param radius Radius of Guided Filter.\n",
    "    #  @param epsilon Regularization term of Guided Filter.\n",
    "    def __init__(self, I, radius=5, epsilon=0.4):\n",
    "        I_32F = to32F(I)\n",
    "\n",
    "        if _isGray(I):\n",
    "            self._guided_filter = GuidedFilterGray(I_32F, radius, epsilon)\n",
    "        else:\n",
    "            self._guided_filter = GuidedFilterColor(I_32F, radius, epsilon)\n",
    "\n",
    "    ## Apply filter for the input image.\n",
    "    #  @param p Input image for the filtering.\n",
    "    def filter(self, p):\n",
    "        return self._guided_filter.filter(p)\n",
    "\n",
    "\n",
    "## Common parts of guided filter.\n",
    "#\n",
    "#  This class is used by guided_filter class. GuidedFilterGray and GuidedFilterColor.\n",
    "#  Based on guided_filter._computeCoefficients, guided_filter._computeOutput,\n",
    "#  GuidedFilterCommon.filter computes filtered image for color and gray.\n",
    "class GuidedFilterCommon:\n",
    "    def __init__(self, guided_filter):\n",
    "        self._guided_filter = guided_filter\n",
    "\n",
    "    ## Apply filter for the input image.\n",
    "    #  @param p Input image for the filtering.\n",
    "    def filter(self, p):\n",
    "        p_32F = to32F(p)\n",
    "        if _isGray(p_32F):\n",
    "            return self._filterGray(p_32F)\n",
    "\n",
    "        cs = p.shape[2]\n",
    "        q = np.array(p_32F)\n",
    "\n",
    "        for ci in range(cs):\n",
    "            q[:, :, ci] = self._filterGray(p_32F[:, :, ci])\n",
    "        return q\n",
    "\n",
    "    def _filterGray(self, p):\n",
    "        ab = self._guided_filter._computeCoefficients(p)\n",
    "        return self._guided_filter._computeOutput(ab, self._guided_filter._I)\n",
    "\n",
    "\n",
    "## Guided filter for gray guidance image.\n",
    "class GuidedFilterGray:\n",
    "    #  @param I Input gray guidance image.\n",
    "    #  @param radius Radius of Guided Filter.\n",
    "    #  @param epsilon Regularization term of Guided Filter.\n",
    "    def __init__(self, I, radius=5, epsilon=0.4):\n",
    "        self._radius = 2 * radius + 1\n",
    "        self._epsilon = epsilon\n",
    "        self._I = to32F(I)\n",
    "        self._initFilter()\n",
    "        self._filter_common = GuidedFilterCommon(self)\n",
    "\n",
    "    ## Apply filter for the input image.\n",
    "    #  @param p Input image for the filtering.\n",
    "    def filter(self, p):\n",
    "        return self._filter_common.filter(p)\n",
    "\n",
    "    def _initFilter(self):\n",
    "        I = self._I\n",
    "        r = self._radius\n",
    "        self._I_mean = cv2.blur(I, (r, r))\n",
    "        I_mean_sq = cv2.blur(I ** 2, (r, r))\n",
    "        self._I_var = I_mean_sq - self._I_mean ** 2\n",
    "\n",
    "    def _computeCoefficients(self, p):\n",
    "        r = self._radius\n",
    "        p_mean = cv2.blur(p, (r, r))\n",
    "        p_cov = p_mean - self._I_mean * p_mean\n",
    "        a = p_cov / (self._I_var + self._epsilon)\n",
    "        b = p_mean - a * self._I_mean\n",
    "        a_mean = cv2.blur(a, (r, r))\n",
    "        b_mean = cv2.blur(b, (r, r))\n",
    "        return a_mean, b_mean\n",
    "\n",
    "    def _computeOutput(self, ab, I):\n",
    "        a_mean, b_mean = ab\n",
    "        return a_mean * I + b_mean\n",
    "\n",
    "\n",
    "## Guided filter for color guidance image.\n",
    "class GuidedFilterColor:\n",
    "    #  @param I Input color guidance image.\n",
    "   #  @param radius Radius of Guided Filter.\n",
    "    #  @param epsilon Regularization term of Guided Filter.\n",
    "    def __init__(self, I, radius=5, epsilon=0.2):\n",
    "        self._radius = 2 * radius + 1\n",
    "        self._epsilon = epsilon\n",
    "        self._I = to32F(I)\n",
    "        self._initFilter()\n",
    "        self._filter_common = GuidedFilterCommon(self)\n",
    "\n",
    "    ## Apply filter for the input image.\n",
    "    #  @param p Input image for the filtering.\n",
    "    def filter(self, p):\n",
    "        return self._filter_common.filter(p)\n",
    "\n",
    "    def _initFilter(self):\n",
    "        I = self._I\n",
    "        r = self._radius\n",
    "        eps = self._epsilon\n",
    "\n",
    "        Ir, Ig, Ib = I[:, :, 0], I[:, :, 1], I[:, :, 2]\n",
    "\n",
    "        self._Ir_mean = cv2.blur(Ir, (r, r))\n",
    "        self._Ig_mean = cv2.blur(Ig, (r, r))\n",
    "        self._Ib_mean = cv2.blur(Ib, (r, r))\n",
    "\n",
    "        Irr_var = cv2.blur(Ir ** 2, (r, r)) - self._Ir_mean ** 2 + eps\n",
    "        Irg_var = cv2.blur(Ir * Ig, (r, r)) - self._Ir_mean * self._Ig_mean\n",
    "        Irb_var = cv2.blur(Ir * Ib, (r, r)) - self._Ir_mean * self._Ib_mean\n",
    "        Igg_var = cv2.blur(Ig * Ig, (r, r)) - self._Ig_mean * self._Ig_mean + eps\n",
    "        Igb_var = cv2.blur(Ig * Ib, (r, r)) - self._Ig_mean * self._Ib_mean\n",
    "        Ibb_var = cv2.blur(Ib * Ib, (r, r)) - self._Ib_mean * self._Ib_mean + eps\n",
    "\n",
    "        Irr_inv = Igg_var * Ibb_var - Igb_var * Igb_var\n",
    "        Irg_inv = Igb_var * Irb_var - Irg_var * Ibb_var\n",
    "        Irb_inv = Irg_var * Igb_var - Igg_var * Irb_var\n",
    "        Igg_inv = Irr_var * Ibb_var - Irb_var * Irb_var\n",
    "        Igb_inv = Irb_var * Irg_var - Irr_var * Igb_var\n",
    "        Ibb_inv = Irr_var * Igg_var - Irg_var * Irg_var\n",
    "\n",
    "        I_cov = Irr_inv * Irr_var + Irg_inv * Irg_var + Irb_inv * Irb_var\n",
    "        Irr_inv /= I_cov\n",
    "        Irg_inv /= I_cov\n",
    "        Irb_inv /= I_cov\n",
    "        Igg_inv /= I_cov\n",
    "        Igb_inv /= I_cov\n",
    "        Ibb_inv /= I_cov\n",
    "\n",
    "        self._Irr_inv = Irr_inv\n",
    "        self._Irg_inv = Irg_inv\n",
    "        self._Irb_inv = Irb_inv\n",
    "        self._Igg_inv = Igg_inv\n",
    "        self._Igb_inv = Igb_inv\n",
    "        self._Ibb_inv = Ibb_inv\n",
    "\n",
    "    def _computeCoefficients(self, p):\n",
    "        r = self._radius\n",
    "        I = self._I\n",
    "        Ir, Ig, Ib = I[:, :, 0], I[:, :, 1], I[:, :, 2]\n",
    "\n",
    "        p_mean = cv2.blur(p, (r, r))\n",
    "\n",
    "        Ipr_mean = cv2.blur(Ir * p, (r, r))\n",
    "        Ipg_mean = cv2.blur(Ig * p, (r, r))\n",
    "        Ipb_mean = cv2.blur(Ib * p, (r, r))\n",
    "\n",
    "        Ipr_cov = Ipr_mean - self._Ir_mean * p_mean\n",
    "        Ipg_cov = Ipg_mean - self._Ig_mean * p_mean\n",
    "        Ipb_cov = Ipb_mean - self._Ib_mean * p_mean\n",
    "\n",
    "        ar = self._Irr_inv * Ipr_cov + self._Irg_inv * Ipg_cov + self._Irb_inv * Ipb_cov\n",
    "        ag = self._Irg_inv * Ipr_cov + self._Igg_inv * Ipg_cov + self._Igb_inv * Ipb_cov\n",
    "        ab = self._Irb_inv * Ipr_cov + self._Igb_inv * Ipg_cov + self._Ibb_inv * Ipb_cov\n",
    "        b = p_mean - ar * self._Ir_mean - ag * self._Ig_mean - ab * self._Ib_mean\n",
    "\n",
    "        ar_mean = cv2.blur(ar, (r, r))\n",
    "        ag_mean = cv2.blur(ag, (r, r))\n",
    "        ab_mean = cv2.blur(ab, (r, r))\n",
    "        b_mean = cv2.blur(b, (r, r))\n",
    "\n",
    "        return ar_mean, ag_mean, ab_mean, b_mean\n",
    "\n",
    "    def _computeOutput(self, ab, I):\n",
    "        ar_mean, ag_mean, ab_mean, b_mean = ab\n",
    "\n",
    "        Ir, Ig, Ib = I[:, :, 0], I[:, :, 1], I[:, :, 2]\n",
    "\n",
    "        q = (ar_mean * Ir +\n",
    "             ag_mean * Ig +\n",
    "             ab_mean * Ib +\n",
    "             b_mean)\n",
    "\n",
    "        return q"
   ]
  }
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